Quae 1776702563 20260420 fre

www.quae.com-R001857 03 01 01 R001857 00 ED E107 02 01 01 De l’analyse des réseaux expérimentaux à la méta-analyse Méthodes et applications avec le logiciel R pour les sciences agronomiques et environnementales 01 fre 08 162 03 22 7985678 17 01 P4 Éditions Quae 01 01 P4 Éditions Quae 02 01 003307 03 9782759228164 15 9782759228164 03 01 D1 Quae 45 03 www.quae.com-003307 03 01 01 003307 03 9782759228164 15 9782759228164 10 EA E107 10 02 01 R001857 ED E107 1 10 01 02 Savoir faire 01 01 De l’analyse des réseaux expérimentaux à la méta-analyse Méthodes et applications avec le logiciel R pour les sciences agronomiques et environnementales 1 A01 01 A1699 David Makowski Makowski, David David Makowski <w:sdt docpart="D87922BFD7D44C1F831C7FCAF5F9E0F3" id="1151483046"> David Makowski est directeur de recherche à l’Inra, au sein du département Environnement-Agronomie. Il co-anime le réseau mixte technologique « Modélisation et analyse de données pour l’agriculture » au sein duquel sont organisées de nombreuses formations et séminaires en statistique et modélisation, en France et à l’étranger.<o:p></o:p><w:sdtpr></w:sdtpr></w:sdt> David Makowski, statisticien, agronome, habilité à diriger les recherches en sciences de la vie (Université Paris-Sud), est directeur de recherche à l’Inra. 2 A01 01 A2181 François Piraux Piraux, François François Piraux <w:sdt docpart="2F388E6866E345D48E10BA7DEB571C95" id="-1315186006"> </w:sdt>François Piraux est statisticien chez Arvalis-Institut du végétal. Il co-anime le réseau mixte technologique « Modélisation et analyse de données pour l’agriculture » au sein duquel sont organisées de nombreuses formations et séminaires en statistique et modélisation, en France et à l’étranger.<o:p></o:p><w:sdtpr></w:sdtpr> 3 A01 01 A2182 François Brun Brun, François François Brun <w:sdt docpart="A0B2D4E7E1F44483AEA0D425EB9DE19E" id="-902745336"> </w:sdt>François Brun travaille à l’Acta – les instituts techniques agricoles, où il est en charge du numérique, de la modélisation et de l’analyse de données. Il co-anime le réseau mixte technologique « Modélisation et analyse de données pour l’agriculture » au sein duquel sont organisées de nombreuses formations et séminaires en statistique et modélisation, en France et à l’étranger.<o:p></o:p><w:sdtpr></w:sdtpr> 1 01 fre 08 162 03 01 24 Izibook:Subject Agriculture et productions végétales 24 Izibook:Subject Impression à la demande 24 Izibook:Subject Offre numérique à 4,99 € - mars 2026 24 Izibook:SubjectAndCategoryAndTags |Agriculture et productions végétales|Agronomie et systèmes de culture;Ingénierie et technologie 24 Izibook:SubjectAndCategoryAndTags |Impression à la demande| 24 Izibook:SubjectAndCategoryAndTags |Offre numérique à 4,99 € - mars 2026|AGRICULTURE ET ELEVAGE 23 Izibook:Tags Agronomie et systèmes de culture;Ingénierie et technologie 23 Izibook:NewTags Agriculture et productions végétales|Agronomie et systèmes de culture;Ingénierie et technologie 23 Izibook:NewTags Offre numérique à 4,99 € - mars 2026|AGRICULTURE ET ELEVAGE 20 agronomie;recherche;modélisation 10 2011 TEC003000 10 2011 TEC003080 01 630 03 00 Cet ouvrage en impression à la demande sera envoyé sous 3 semaines environ (France métropolitaine) et dans un colis séparé en cas de commande avec un autre livre papier.L’analyse de données joue un rôle croissant dans la recherche agronomique, l’expertise scientifique et les études prospectives. Des sources de données multiples sont souvent disponibles pour estimer un paramètre clé ou pour tester une hypothèse d’intérêt scientifique ou sociétal. Ces données, obtenues dans différentes conditions environnementales ou basées sur différents protocoles expérimentaux, sont généralement hétérogènes. Parfois même, elles ne sont pas accessibles et il est nécessaire de les extraire d’articles scientifiques ou de rapports. Pourtant, une analyse globale des données disponibles est essentielle pour augmenter la précision des estimations, évaluer la robustesse des conclusions et comprendre l’origine de la variabilité de certains résultats. Une synthèse quantitative de l’ensemble des données disponibles permet de mieux comprendre les effets de facteurs expérimentaux et d’affiner les recommandations agronomiques.<o:p></o:p>Conçu comme un guide méthodologique, cet ouvrage montre les intérêts et les limites de différentes méthodes statistiques permettant d’analyser des données issues de réseaux expérimentaux et de réaliser des méta-analyses. Il s’adresse aux ingénieurs, étudiants et chercheurs impliqués dans l’analyse de données agronomiques. Notre objectif est de présenter les principales méthodes statistiques permettant de réaliser une synthèse quantitative des données issues des réseaux expérimentaux et des publications scientifiques. Chaque chapitre expose une ou plusieurs méthodes et les illustre à l’aide d’exemples traités avec le logiciel R. Les données et les codes R sont fournis et commentés afin de faciliter leur adaptation à d’autres situations pratiques. Ils peuvent être utilisés à partir du « package » R KenSyn associé à ce livre.<o:p>Ce livre est également disponible en anglais sous le titre From Experimental Network to Meta-analysis auprès des éditions Springer - <a href="https://www.springer.com/fr/book/9789402416954" target="_blank">www.springer.com</a> </o:p> This Print On Demand book will be sent within 3 weeks (metropolitan France) and in a separate package if you order another paperback book.<p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Data analysis is playing an increasingly greater role in agricultural research, in scientific appraisal, and in prospective studies. Designed as a methodological guide, this book discusses the merits and limits of different statistical methods for analyzing agricultural data from experimental networks and for performing meta-analyses.  02 00 L’analyse de données joue un rôle croissant dans la recherche agronomique, dans l’expertise scientifique et dans les études prospectives. Cet ouvrage, conçu comme un guide méthodologique, présente les intérêts et les limites de différentes méthodes statistiques permettant d’analyser des données agronomiques issues de réseaux expérimentaux et de réaliser des méta-analyses. <span style="font-size: 8.5pt; line-height: 115%; font-family: Roboto; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">L’analyse de données joue un rôle croissant dansla recherche agronomique, dans l’expertise scientifique et dans les étudesprospectives. Cet ouvrage, conçu comme un guide méthodologique, présente lesintérêts et les limites de différentes méthodes statistiques permettantd’analyser des données agronomiques issues de réseaux expérimentaux et deréaliser des méta-analyses.<o:p></o:p> 04 00 <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 1. Introduction etexemples<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectifs del’analyse de réseaux d’expérimentations et de la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Le type dedonnées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">La collectedes données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">La validationdes données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Principalesétapes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Présentationdes hypothèses testées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Collecte desdonnées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Validationdes données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Analyse desdonnées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Validation del’analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Communicationdes résultats<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectif del’ouvrage<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Un exemplesimple de modèle mixte<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Définition dumodèle<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Estimation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Comparaisonavec le modèle sans effet aléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Partie I. Analyse des réseaux expérimentaux<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 2. Notions de base<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Expérimentationagronomique<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Réseaud’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple deréseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Notiond’environnement<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectifsd’un réseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Notion depopulation d’environnements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Notiond’interaction<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 3. Analyse d’un réseaud’expérimentations en blocs<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">aléatoires complets à un facteur étudié<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectif duchapitre<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple « blé»<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modélisation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèle avecun effet expérimentation aléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèle avecun effet expérimentation fixe<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Commentchoisir entre un modèle avec un effet expérimentation fixe et un modèle avec uneffet expérimentation aléatoire ?<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Évaluation dumodèle<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Normalité<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Homoscédasticité<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Indépendance<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Donnéessuspectes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Comparaisonsde moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Testsd’hypothèse : tests d’égalité<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Intervallesde confiance<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Testsd’hypothèse : tests d’équivalence<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple « blé» : script R et analyse commentée<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 4. Méthodes avancéespour l’analyse des réseaux<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Analyse desdonnées moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Étape 1 :analyse des expérimentations individuelles pour estimer les moyennes destraitements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Étape 2 :analyse des données moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Une variante: analyse des données moyennes avec un modèle fixe<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Estimation dela variance d’interaction traitement-expérimentation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Script R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Expérimentationsavec variances hétérogènes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Introduction<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple « blé»<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Pour allerplus loin<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Donnéesmanquantes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Origine desdonnées manquantes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Moyennesajustées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Les facteurslieu et année<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple «blé_pluri »<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèle pourl’analyse des données moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Estimation dela variance de l’interaction traitement-année-lieu<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Variance dela différence entre deux traitements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Analyse del’exemple « blé_pluri » et script R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 5. Planification d’unréseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Comparaisonde deux traitements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Cas d’unréseau multilocal<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Cas d’unréseau multilocal et pluriannuel<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Autrescontrastes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Comparaison àla moyenne de plusieurs témoins<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Comparaison àla moyenne générale<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Partie II. La méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 6. Notions de basepour la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Définition,origine et principales étapes de la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Estimationd’une taille d’effet moyenne<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Recherchesystématique des études, sélection des références et extraction de données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Estimation dela taille d’effet moyenne avec un modèle sans effet aléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Estimation dela taille d’effet moyenne avec un modèle à effets aléatoires<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Métarégression<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèles derégression avec et sans effet aléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple(suite)<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Analysecritique des résultats<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 7. Problèmesstatistiques spécifiques pour la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Définition dela taille d’effet<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Correction desbiais liés à l’utilisation de ratios<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Différenceentre moyennes d’observations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Taillesd’effet pour les données binaires<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Coefficientde corrélation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Taillesd’effet basées sur la variance<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèleslinéaires généralisés pour l’analyse de données discrètes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèlebinomial logit à effets aléatoires pour analyser l’effet d’un traitement<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèles nonlinéaires mixtes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Intérêt etdéfinition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèlesbayésiens<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple :méta-analyse avec MCMCglmm<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Annexe. Ressources R pour mettre en œuvre les méthodes d’analyse des réseaux et de méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">PackageKenSyn : code R et jeux de données des exemples présentés dans<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">lesdifférents chapitres<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Installation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Contenu etutilisation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Mettre enoeuvre le modèle mixte sous R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Ajuster unmodèle mixte<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Manipuler lesrésultats des modèles mixtes sous R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Le packagemetafor, dédié à la réalisation de méta-analyses sous R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Approchebayésienne avec le modèle mixte<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">PackageMCMCglmm<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Package coda<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;"><o:p> </o:p> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 1. Introduction etexemples<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectifs de l’analyse de réseaux d’expérimentationset de la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Le type de données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">La collecte des données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">La validation des données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Principales étapes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Présentation des hypothèses testées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Collecte des données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Validation des données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Analyse des données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Validation de l’analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Communication des résultats<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectif de l’ouvrage<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Un exemple simple de modèle mixte<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Définition du modèle<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Estimation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Comparaison avec le modèle sans effetaléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Partie I. Analyse des réseauxexpérimentaux<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 2. Notions de base<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Expérimentation agronomique<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Réseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple de réseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Notion d’environnement<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectifs d’un réseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Notion de population d’environnements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Notion d’interaction<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 3. Analyse d’un réseaud’expérimentations en blocs<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">aléatoires complets à unfacteur étudié<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectif du chapitre<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple « blé »<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modélisation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèle avec un effet expérimentationaléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèle avec un effet expérimentation fixe<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Comment choisir entre un modèle avec un effetexpérimentation fixe et un modèle avec un effet expérimentation aléatoire ?<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Évaluation du modèle<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Normalité<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Homoscédasticité<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Indépendance<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Données suspectes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Comparaisons de moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Tests d’hypothèse : tests d’égalité<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Intervalles de confiance<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Tests d’hypothèse : tests d’équivalence<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple « blé » : script R et analysecommentée<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 4. Méthodes avancéespour l’analyse des réseaux<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Analyse des données moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Étape 1 : analyse des expérimentationsindividuelles pour estimer les moyennes des traitements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Étape 2 : analyse des données moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Une variante : analyse des données moyennesavec un modèle fixe<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Estimation de la variance d’interactiontraitement-expérimentation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Script R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Expérimentations avec variances hétérogènes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Introduction<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple « blé »<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Pour aller plus loin<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Données manquantes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Origine des données manquantes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Moyennes ajustées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Les facteurs lieu et année<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple « blé_pluri »<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèle pour l’analyse des données moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Estimation de la variance de l’interactiontraitement-année-lieu<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Variance de la différence entre deuxtraitements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Analyse de l’exemple « blé_pluri » et scriptR<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 5. Planification d’unréseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Comparaison de deux traitements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Cas d’un réseau multilocal<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Cas d’un réseau multilocal et pluriannuel<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Autres contrastes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Comparaison à la moyenne de plusieurs témoins<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Comparaison à la moyenne générale<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Partie II. La méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 6. Notions de basepour la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Définition, origine et principales étapes dela méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Estimation d’une taille d’effet moyenne<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Recherche systématique des études, sélectiondes références et extraction de données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Estimation de la taille d’effet moyenne avecun modèle sans effet aléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Estimation de la taille d’effet moyenne avecun modèle à effets aléatoires<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Métarégression<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèles de régression avec et sans effetaléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple (suite)<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Analyse critique des résultats<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 7. Problèmesstatistiques spécifiques pour la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Définition de la taille d’effet<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Correction des biais liés à l’utilisation deratios<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Différence entre moyennes d’observations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Tailles d’effet pour les données binaires<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Coefficient de corrélation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Tailles d’effet basées sur la variance<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèles linéaires généralisés pour l’analysede données discrètes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèle binomial logit à effets aléatoirespour analyser l’effet d’un traitement<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèles non linéaires mixtes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Intérêt et définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèles bayésiens<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple : méta-analyse avec MCMCglmm<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Annexe. Ressources R pourmettre en oeuvre les méthodes d’analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">des réseaux et de méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Package KenSyn : code R et jeux de donnéesdes exemples présentés dans<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">les différents chapitres<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Installation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Contenu et utilisation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Mettre en oeuvre le modèle mixte sous R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Ajuster un modèle mixte<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Manipuler les résultats des modèles mixtessous R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Le package metafor, dédié à la réalisation deméta-analyses sous R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Approche bayésienne avec le modèle mixte<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Package MCMCglmm<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Package coda<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p> 21 00 06 01 https://www.quae.com/produit/1514/9782759228164/de-l-analyse-des-reseaux-experimentaux-a-la-meta-analyse 01 00 03 02 https://www.quae.com/system/product_pictures/data/000/004/094/original/02642BDW_analysedesreseaux.jpg 17 14 20241004T224025+0200 15 00 04 02 01 E107 04 extrait_de-lanalyse-des-reseaux-experimentaux-a-la-.pdf 05 4.03 06 ea69a80302f6a85ee56b70ce0f285ced https://www.quae.com/extract/2860?filename=extrait_de-lanalyse-des-reseaux-experimentaux-a-la-.pdf&md5sum=ea69a80302f6a85ee56b70ce0f285ced&size=4230549&title=Extrait+au+format+PDF 17 14 20181009T133614+0200 16 00 04 01 https://www.quae.com/extract/2860/preview 01 P4 Éditions Quae 01 01 P4 Éditions Quae 04 01 00 20180628 19 00 20180628 01 WORLD 13 03 9782759228157 15 9782759228157 06 03 9782759228171 15 9782759228171 WORLD 08 Éditions Quae 04 01 00 20180628 03 01 D1 Quae 20 04 05 16.99 01 5.50 0.89 EUR 01 www.quae.com-R001859 03 01 01 R001859 00 ED E101 02 01 01 De l’analyse des réseaux expérimentaux à la méta-analyse Méthodes et applications avec le logiciel R pour les sciences agronomiques et environnementales 01 fre 22 3480775 17 01 P4 Éditions Quae 01 01 P4 Éditions Quae 02 01 003308 03 9782759228171 15 9782759228171 03 01 D1 Quae 45 03 www.quae.com-003308 03 01 01 003308 03 9782759228171 15 9782759228171 10 EA E101 E201 10 02 01 R001859 ED E101 1 10 01 02 Savoir faire 01 01 De l’analyse des réseaux expérimentaux à la méta-analyse Méthodes et applications avec le logiciel R pour les sciences agronomiques et environnementales 1 A01 01 A1699 David Makowski Makowski, David David Makowski <w:sdt docpart="D87922BFD7D44C1F831C7FCAF5F9E0F3" id="1151483046"> David Makowski est directeur de recherche à l’Inra, au sein du département Environnement-Agronomie. Il co-anime le réseau mixte technologique « Modélisation et analyse de données pour l’agriculture » au sein duquel sont organisées de nombreuses formations et séminaires en statistique et modélisation, en France et à l’étranger.<o:p></o:p><w:sdtpr></w:sdtpr></w:sdt> David Makowski, statisticien, agronome, habilité à diriger les recherches en sciences de la vie (Université Paris-Sud), est directeur de recherche à l’Inra. 2 A01 01 A2181 François Piraux Piraux, François François Piraux <w:sdt docpart="2F388E6866E345D48E10BA7DEB571C95" id="-1315186006"> </w:sdt>François Piraux est statisticien chez Arvalis-Institut du végétal. Il co-anime le réseau mixte technologique « Modélisation et analyse de données pour l’agriculture » au sein duquel sont organisées de nombreuses formations et séminaires en statistique et modélisation, en France et à l’étranger.<o:p></o:p><w:sdtpr></w:sdtpr> 3 A01 01 A2182 François Brun Brun, François François Brun <w:sdt docpart="A0B2D4E7E1F44483AEA0D425EB9DE19E" id="-902745336"> </w:sdt>François Brun travaille à l’Acta – les instituts techniques agricoles, où il est en charge du numérique, de la modélisation et de l’analyse de données. Il co-anime le réseau mixte technologique « Modélisation et analyse de données pour l’agriculture » au sein duquel sont organisées de nombreuses formations et séminaires en statistique et modélisation, en France et à l’étranger.<o:p></o:p><w:sdtpr></w:sdtpr> 1 01 fre 08 162 03 01 24 Izibook:Subject Agriculture et productions végétales 24 Izibook:Subject Impression à la demande 24 Izibook:Subject Offre numérique à 4,99 € - mars 2026 24 Izibook:SubjectAndCategoryAndTags |Agriculture et productions végétales|Agronomie et systèmes de culture;Ingénierie et technologie 24 Izibook:SubjectAndCategoryAndTags |Impression à la demande| 24 Izibook:SubjectAndCategoryAndTags |Offre numérique à 4,99 € - mars 2026|AGRICULTURE ET ELEVAGE 23 Izibook:Tags Agronomie et systèmes de culture;Ingénierie et technologie 23 Izibook:NewTags Agriculture et productions végétales|Agronomie et systèmes de culture;Ingénierie et technologie 23 Izibook:NewTags Offre numérique à 4,99 € - mars 2026|AGRICULTURE ET ELEVAGE 20 agronomie;recherche;modélisation 10 2011 TEC003000 10 2011 TEC003080 01 630 03 00 Cet ouvrage en impression à la demande sera envoyé sous 3 semaines environ (France métropolitaine) et dans un colis séparé en cas de commande avec un autre livre papier.L’analyse de données joue un rôle croissant dans la recherche agronomique, l’expertise scientifique et les études prospectives. Des sources de données multiples sont souvent disponibles pour estimer un paramètre clé ou pour tester une hypothèse d’intérêt scientifique ou sociétal. Ces données, obtenues dans différentes conditions environnementales ou basées sur différents protocoles expérimentaux, sont généralement hétérogènes. Parfois même, elles ne sont pas accessibles et il est nécessaire de les extraire d’articles scientifiques ou de rapports. Pourtant, une analyse globale des données disponibles est essentielle pour augmenter la précision des estimations, évaluer la robustesse des conclusions et comprendre l’origine de la variabilité de certains résultats. Une synthèse quantitative de l’ensemble des données disponibles permet de mieux comprendre les effets de facteurs expérimentaux et d’affiner les recommandations agronomiques.<o:p></o:p>Conçu comme un guide méthodologique, cet ouvrage montre les intérêts et les limites de différentes méthodes statistiques permettant d’analyser des données issues de réseaux expérimentaux et de réaliser des méta-analyses. Il s’adresse aux ingénieurs, étudiants et chercheurs impliqués dans l’analyse de données agronomiques. Notre objectif est de présenter les principales méthodes statistiques permettant de réaliser une synthèse quantitative des données issues des réseaux expérimentaux et des publications scientifiques. Chaque chapitre expose une ou plusieurs méthodes et les illustre à l’aide d’exemples traités avec le logiciel R. Les données et les codes R sont fournis et commentés afin de faciliter leur adaptation à d’autres situations pratiques. Ils peuvent être utilisés à partir du « package » R KenSyn associé à ce livre.<o:p>Ce livre est également disponible en anglais sous le titre From Experimental Network to Meta-analysis auprès des éditions Springer - <a href="https://www.springer.com/fr/book/9789402416954" target="_blank">www.springer.com</a> </o:p> This Print On Demand book will be sent within 3 weeks (metropolitan France) and in a separate package if you order another paperback book.<p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Data analysis is playing an increasingly greater role in agricultural research, in scientific appraisal, and in prospective studies. Designed as a methodological guide, this book discusses the merits and limits of different statistical methods for analyzing agricultural data from experimental networks and for performing meta-analyses.  02 00 L’analyse de données joue un rôle croissant dans la recherche agronomique, dans l’expertise scientifique et dans les études prospectives. Cet ouvrage, conçu comme un guide méthodologique, présente les intérêts et les limites de différentes méthodes statistiques permettant d’analyser des données agronomiques issues de réseaux expérimentaux et de réaliser des méta-analyses. <span style="font-size: 8.5pt; line-height: 115%; font-family: Roboto; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">L’analyse de données joue un rôle croissant dansla recherche agronomique, dans l’expertise scientifique et dans les étudesprospectives. Cet ouvrage, conçu comme un guide méthodologique, présente lesintérêts et les limites de différentes méthodes statistiques permettantd’analyser des données agronomiques issues de réseaux expérimentaux et deréaliser des méta-analyses.<o:p></o:p> 04 00 <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 1. Introduction etexemples<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectifs del’analyse de réseaux d’expérimentations et de la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Le type dedonnées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">La collectedes données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">La validationdes données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Principalesétapes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Présentationdes hypothèses testées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Collecte desdonnées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Validationdes données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Analyse desdonnées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Validation del’analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Communicationdes résultats<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectif del’ouvrage<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Un exemplesimple de modèle mixte<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Définition dumodèle<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Estimation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Comparaisonavec le modèle sans effet aléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Partie I. Analyse des réseaux expérimentaux<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 2. Notions de base<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Expérimentationagronomique<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Réseaud’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple deréseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Notiond’environnement<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectifsd’un réseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Notion depopulation d’environnements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Notiond’interaction<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 3. Analyse d’un réseaud’expérimentations en blocs<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">aléatoires complets à un facteur étudié<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectif duchapitre<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple « blé»<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modélisation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèle avecun effet expérimentation aléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèle avecun effet expérimentation fixe<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Commentchoisir entre un modèle avec un effet expérimentation fixe et un modèle avec uneffet expérimentation aléatoire ?<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Évaluation dumodèle<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Normalité<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Homoscédasticité<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Indépendance<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Donnéessuspectes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Comparaisonsde moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Testsd’hypothèse : tests d’égalité<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Intervallesde confiance<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Testsd’hypothèse : tests d’équivalence<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple « blé» : script R et analyse commentée<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 4. Méthodes avancéespour l’analyse des réseaux<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Analyse desdonnées moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Étape 1 :analyse des expérimentations individuelles pour estimer les moyennes destraitements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Étape 2 :analyse des données moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Une variante: analyse des données moyennes avec un modèle fixe<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Estimation dela variance d’interaction traitement-expérimentation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Script R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Expérimentationsavec variances hétérogènes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Introduction<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple « blé»<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Pour allerplus loin<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Donnéesmanquantes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Origine desdonnées manquantes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Moyennesajustées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Les facteurslieu et année<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple «blé_pluri »<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèle pourl’analyse des données moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Estimation dela variance de l’interaction traitement-année-lieu<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Variance dela différence entre deux traitements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Analyse del’exemple « blé_pluri » et script R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 5. Planification d’unréseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Comparaisonde deux traitements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Cas d’unréseau multilocal<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Cas d’unréseau multilocal et pluriannuel<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Autrescontrastes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Comparaison àla moyenne de plusieurs témoins<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Comparaison àla moyenne générale<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Partie II. La méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 6. Notions de basepour la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Définition,origine et principales étapes de la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Estimationd’une taille d’effet moyenne<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Recherchesystématique des études, sélection des références et extraction de données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Estimation dela taille d’effet moyenne avec un modèle sans effet aléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Estimation dela taille d’effet moyenne avec un modèle à effets aléatoires<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Métarégression<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèles derégression avec et sans effet aléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple(suite)<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Analysecritique des résultats<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 7. Problèmesstatistiques spécifiques pour la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Définition dela taille d’effet<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Correction desbiais liés à l’utilisation de ratios<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Différenceentre moyennes d’observations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Taillesd’effet pour les données binaires<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Coefficientde corrélation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Taillesd’effet basées sur la variance<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèleslinéaires généralisés pour l’analyse de données discrètes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèlebinomial logit à effets aléatoires pour analyser l’effet d’un traitement<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèles nonlinéaires mixtes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Intérêt etdéfinition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèlesbayésiens<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple :méta-analyse avec MCMCglmm<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Annexe. Ressources R pour mettre en œuvre les méthodes d’analyse des réseaux et de méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">PackageKenSyn : code R et jeux de données des exemples présentés dans<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">lesdifférents chapitres<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Installation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Contenu etutilisation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Mettre enoeuvre le modèle mixte sous R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Ajuster unmodèle mixte<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Manipuler lesrésultats des modèles mixtes sous R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Le packagemetafor, dédié à la réalisation de méta-analyses sous R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Approchebayésienne avec le modèle mixte<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">PackageMCMCglmm<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Package coda<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;"><o:p> </o:p> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 1. Introduction etexemples<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectifs de l’analyse de réseaux d’expérimentationset de la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Le type de données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">La collecte des données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">La validation des données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Principales étapes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Présentation des hypothèses testées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Collecte des données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Validation des données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Analyse des données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Validation de l’analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Communication des résultats<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectif de l’ouvrage<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Un exemple simple de modèle mixte<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Définition du modèle<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Estimation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Comparaison avec le modèle sans effetaléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Partie I. Analyse des réseauxexpérimentaux<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 2. Notions de base<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Expérimentation agronomique<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Réseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple de réseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Notion d’environnement<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectifs d’un réseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Notion de population d’environnements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Notion d’interaction<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 3. Analyse d’un réseaud’expérimentations en blocs<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">aléatoires complets à unfacteur étudié<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectif du chapitre<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple « blé »<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modélisation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèle avec un effet expérimentationaléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèle avec un effet expérimentation fixe<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Comment choisir entre un modèle avec un effetexpérimentation fixe et un modèle avec un effet expérimentation aléatoire ?<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Évaluation du modèle<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Normalité<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Homoscédasticité<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Indépendance<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Données suspectes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Comparaisons de moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Tests d’hypothèse : tests d’égalité<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Intervalles de confiance<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Tests d’hypothèse : tests d’équivalence<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple « blé » : script R et analysecommentée<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 4. Méthodes avancéespour l’analyse des réseaux<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Analyse des données moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Étape 1 : analyse des expérimentationsindividuelles pour estimer les moyennes des traitements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Étape 2 : analyse des données moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Une variante : analyse des données moyennesavec un modèle fixe<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Estimation de la variance d’interactiontraitement-expérimentation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Script R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Expérimentations avec variances hétérogènes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Introduction<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple « blé »<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Pour aller plus loin<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Données manquantes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Origine des données manquantes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Moyennes ajustées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Les facteurs lieu et année<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple « blé_pluri »<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèle pour l’analyse des données moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Estimation de la variance de l’interactiontraitement-année-lieu<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Variance de la différence entre deuxtraitements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Analyse de l’exemple « blé_pluri » et scriptR<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 5. Planification d’unréseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Comparaison de deux traitements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Cas d’un réseau multilocal<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Cas d’un réseau multilocal et pluriannuel<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Autres contrastes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Comparaison à la moyenne de plusieurs témoins<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Comparaison à la moyenne générale<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Partie II. La méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 6. Notions de basepour la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Définition, origine et principales étapes dela méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Estimation d’une taille d’effet moyenne<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Recherche systématique des études, sélectiondes références et extraction de données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Estimation de la taille d’effet moyenne avecun modèle sans effet aléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Estimation de la taille d’effet moyenne avecun modèle à effets aléatoires<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Métarégression<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèles de régression avec et sans effetaléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple (suite)<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Analyse critique des résultats<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 7. Problèmesstatistiques spécifiques pour la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Définition de la taille d’effet<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Correction des biais liés à l’utilisation deratios<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Différence entre moyennes d’observations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Tailles d’effet pour les données binaires<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Coefficient de corrélation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Tailles d’effet basées sur la variance<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèles linéaires généralisés pour l’analysede données discrètes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèle binomial logit à effets aléatoirespour analyser l’effet d’un traitement<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèles non linéaires mixtes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Intérêt et définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèles bayésiens<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple : méta-analyse avec MCMCglmm<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Annexe. Ressources R pourmettre en oeuvre les méthodes d’analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">des réseaux et de méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Package KenSyn : code R et jeux de donnéesdes exemples présentés dans<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">les différents chapitres<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Installation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Contenu et utilisation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Mettre en oeuvre le modèle mixte sous R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Ajuster un modèle mixte<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Manipuler les résultats des modèles mixtessous R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Le package metafor, dédié à la réalisation deméta-analyses sous R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Approche bayésienne avec le modèle mixte<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Package MCMCglmm<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Package coda<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p> 21 00 06 01 https://www.quae.com/produit/1514/9782759228164/de-l-analyse-des-reseaux-experimentaux-a-la-meta-analyse 01 00 03 02 https://www.quae.com/system/product_pictures/data/000/004/094/original/02642BDW_analysedesreseaux.jpg 17 14 20241004T224025+0200 16 00 04 01 https://www.quae.com/extract/2860/preview 01 P4 Éditions Quae 01 01 P4 Éditions Quae 04 01 00 20180628 19 00 20180628 01 WORLD 13 03 9782759228157 15 9782759228157 06 03 9782759228164 15 9782759228164 WORLD 08 Éditions Quae 04 01 00 20180628 03 01 D1 Quae 20 04 05 16.99 01 5.50 0.89 EUR 01 www.quae.com-003357 03 01 01 003357 03 9782759228157 15 9782759228157 00 BA 02 160 mm 01 240 mm 08 305 gr 02 10 01 02 Savoir faire 01 01 De l’analyse des réseaux expérimentaux à la méta-analyse Méthodes et applications avec le logiciel R pour les sciences agronomiques et environnementales 1 A01 01 A1699 David Makowski Makowski, David David Makowski <w:sdt docpart="D87922BFD7D44C1F831C7FCAF5F9E0F3" id="1151483046"> David Makowski est directeur de recherche à l’Inra, au sein du département Environnement-Agronomie. Il co-anime le réseau mixte technologique « Modélisation et analyse de données pour l’agriculture » au sein duquel sont organisées de nombreuses formations et séminaires en statistique et modélisation, en France et à l’étranger.<o:p></o:p><w:sdtpr></w:sdtpr></w:sdt> David Makowski, statisticien, agronome, habilité à diriger les recherches en sciences de la vie (Université Paris-Sud), est directeur de recherche à l’Inra. 2 A01 01 A2181 François Piraux Piraux, François François Piraux <w:sdt docpart="2F388E6866E345D48E10BA7DEB571C95" id="-1315186006"> </w:sdt>François Piraux est statisticien chez Arvalis-Institut du végétal. Il co-anime le réseau mixte technologique « Modélisation et analyse de données pour l’agriculture » au sein duquel sont organisées de nombreuses formations et séminaires en statistique et modélisation, en France et à l’étranger.<o:p></o:p><w:sdtpr></w:sdtpr> 3 A01 01 A2182 François Brun Brun, François François Brun <w:sdt docpart="A0B2D4E7E1F44483AEA0D425EB9DE19E" id="-902745336"> </w:sdt>François Brun travaille à l’Acta – les instituts techniques agricoles, où il est en charge du numérique, de la modélisation et de l’analyse de données. Il co-anime le réseau mixte technologique « Modélisation et analyse de données pour l’agriculture » au sein duquel sont organisées de nombreuses formations et séminaires en statistique et modélisation, en France et à l’étranger.<o:p></o:p><w:sdtpr></w:sdtpr> 1 01 fre 00 162 03 01 24 Izibook:Subject Agriculture et productions végétales 24 Izibook:Subject Impression à la demande 24 Izibook:Subject Offre numérique à 4,99 € - mars 2026 24 Izibook:SubjectAndCategoryAndTags |Agriculture et productions végétales|Agronomie et systèmes de culture;Ingénierie et technologie 24 Izibook:SubjectAndCategoryAndTags |Impression à la demande| 24 Izibook:SubjectAndCategoryAndTags |Offre numérique à 4,99 € - mars 2026|AGRICULTURE ET ELEVAGE 23 Izibook:Tags Agronomie et systèmes de culture;Ingénierie et technologie 23 Izibook:NewTags Agriculture et productions végétales|Agronomie et systèmes de culture;Ingénierie et technologie 23 Izibook:NewTags Offre numérique à 4,99 € - mars 2026|AGRICULTURE ET ELEVAGE 20 agronomie;recherche;modélisation 10 2011 TEC003000 10 2011 TEC003080 01 630 03 00 Cet ouvrage en impression à la demande sera envoyé sous 3 semaines environ (France métropolitaine) et dans un colis séparé en cas de commande avec un autre livre papier.L’analyse de données joue un rôle croissant dans la recherche agronomique, l’expertise scientifique et les études prospectives. Des sources de données multiples sont souvent disponibles pour estimer un paramètre clé ou pour tester une hypothèse d’intérêt scientifique ou sociétal. Ces données, obtenues dans différentes conditions environnementales ou basées sur différents protocoles expérimentaux, sont généralement hétérogènes. Parfois même, elles ne sont pas accessibles et il est nécessaire de les extraire d’articles scientifiques ou de rapports. Pourtant, une analyse globale des données disponibles est essentielle pour augmenter la précision des estimations, évaluer la robustesse des conclusions et comprendre l’origine de la variabilité de certains résultats. Une synthèse quantitative de l’ensemble des données disponibles permet de mieux comprendre les effets de facteurs expérimentaux et d’affiner les recommandations agronomiques.<o:p></o:p>Conçu comme un guide méthodologique, cet ouvrage montre les intérêts et les limites de différentes méthodes statistiques permettant d’analyser des données issues de réseaux expérimentaux et de réaliser des méta-analyses. Il s’adresse aux ingénieurs, étudiants et chercheurs impliqués dans l’analyse de données agronomiques. Notre objectif est de présenter les principales méthodes statistiques permettant de réaliser une synthèse quantitative des données issues des réseaux expérimentaux et des publications scientifiques. Chaque chapitre expose une ou plusieurs méthodes et les illustre à l’aide d’exemples traités avec le logiciel R. Les données et les codes R sont fournis et commentés afin de faciliter leur adaptation à d’autres situations pratiques. Ils peuvent être utilisés à partir du « package » R KenSyn associé à ce livre.<o:p>Ce livre est également disponible en anglais sous le titre From Experimental Network to Meta-analysis auprès des éditions Springer - <a href="https://www.springer.com/fr/book/9789402416954" target="_blank">www.springer.com</a> </o:p> This Print On Demand book will be sent within 3 weeks (metropolitan France) and in a separate package if you order another paperback book.<p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Data analysis is playing an increasingly greater role in agricultural research, in scientific appraisal, and in prospective studies. Designed as a methodological guide, this book discusses the merits and limits of different statistical methods for analyzing agricultural data from experimental networks and for performing meta-analyses.  02 00 L’analyse de données joue un rôle croissant dans la recherche agronomique, dans l’expertise scientifique et dans les études prospectives. Cet ouvrage, conçu comme un guide méthodologique, présente les intérêts et les limites de différentes méthodes statistiques permettant d’analyser des données agronomiques issues de réseaux expérimentaux et de réaliser des méta-analyses. <span style="font-size: 8.5pt; line-height: 115%; font-family: Roboto; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">L’analyse de données joue un rôle croissant dansla recherche agronomique, dans l’expertise scientifique et dans les étudesprospectives. Cet ouvrage, conçu comme un guide méthodologique, présente lesintérêts et les limites de différentes méthodes statistiques permettantd’analyser des données agronomiques issues de réseaux expérimentaux et deréaliser des méta-analyses.<o:p></o:p> 04 00 <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 1. Introduction etexemples<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectifs del’analyse de réseaux d’expérimentations et de la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Le type dedonnées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">La collectedes données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">La validationdes données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Principalesétapes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Présentationdes hypothèses testées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Collecte desdonnées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Validationdes données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Analyse desdonnées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Validation del’analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Communicationdes résultats<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectif del’ouvrage<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Un exemplesimple de modèle mixte<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Définition dumodèle<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Estimation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Comparaisonavec le modèle sans effet aléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Partie I. Analyse des réseaux expérimentaux<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 2. Notions de base<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Expérimentationagronomique<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Réseaud’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple deréseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Notiond’environnement<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectifsd’un réseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Notion depopulation d’environnements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Notiond’interaction<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 3. Analyse d’un réseaud’expérimentations en blocs<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">aléatoires complets à un facteur étudié<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectif duchapitre<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple « blé»<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modélisation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèle avecun effet expérimentation aléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèle avecun effet expérimentation fixe<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Commentchoisir entre un modèle avec un effet expérimentation fixe et un modèle avec uneffet expérimentation aléatoire ?<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Évaluation dumodèle<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Normalité<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Homoscédasticité<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Indépendance<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Donnéessuspectes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Comparaisonsde moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Testsd’hypothèse : tests d’égalité<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Intervallesde confiance<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Testsd’hypothèse : tests d’équivalence<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple « blé» : script R et analyse commentée<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 4. Méthodes avancéespour l’analyse des réseaux<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Analyse desdonnées moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Étape 1 :analyse des expérimentations individuelles pour estimer les moyennes destraitements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Étape 2 :analyse des données moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Une variante: analyse des données moyennes avec un modèle fixe<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Estimation dela variance d’interaction traitement-expérimentation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Script R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Expérimentationsavec variances hétérogènes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Introduction<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple « blé»<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Pour allerplus loin<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Donnéesmanquantes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Origine desdonnées manquantes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Moyennesajustées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Les facteurslieu et année<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple «blé_pluri »<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèle pourl’analyse des données moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Estimation dela variance de l’interaction traitement-année-lieu<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Variance dela différence entre deux traitements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Analyse del’exemple « blé_pluri » et script R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 5. Planification d’unréseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Comparaisonde deux traitements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Cas d’unréseau multilocal<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Cas d’unréseau multilocal et pluriannuel<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Autrescontrastes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Comparaison àla moyenne de plusieurs témoins<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Comparaison àla moyenne générale<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Partie II. La méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 6. Notions de basepour la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Définition,origine et principales étapes de la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Estimationd’une taille d’effet moyenne<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Recherchesystématique des études, sélection des références et extraction de données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Estimation dela taille d’effet moyenne avec un modèle sans effet aléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Estimation dela taille d’effet moyenne avec un modèle à effets aléatoires<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Métarégression<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèles derégression avec et sans effet aléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple(suite)<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Analysecritique des résultats<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 7. Problèmesstatistiques spécifiques pour la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Définition dela taille d’effet<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Correction desbiais liés à l’utilisation de ratios<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Différenceentre moyennes d’observations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Taillesd’effet pour les données binaires<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Coefficientde corrélation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Taillesd’effet basées sur la variance<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèleslinéaires généralisés pour l’analyse de données discrètes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèlebinomial logit à effets aléatoires pour analyser l’effet d’un traitement<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèles nonlinéaires mixtes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Intérêt etdéfinition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Modèlesbayésiens<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Exemple :méta-analyse avec MCMCglmm<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Annexe. Ressources R pour mettre en œuvre les méthodes d’analyse des réseaux et de méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">PackageKenSyn : code R et jeux de données des exemples présentés dans<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">lesdifférents chapitres<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Installation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Contenu etutilisation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Mettre enoeuvre le modèle mixte sous R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Ajuster unmodèle mixte<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Manipuler lesrésultats des modèles mixtes sous R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Le packagemetafor, dédié à la réalisation de méta-analyses sous R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Approchebayésienne avec le modèle mixte<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">PackageMCMCglmm<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Package coda<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; outline: none;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;"><o:p> </o:p> <p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 1. Introduction etexemples<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectifs de l’analyse de réseaux d’expérimentationset de la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Le type de données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">La collecte des données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">La validation des données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Principales étapes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Présentation des hypothèses testées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Collecte des données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Validation des données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Analyse des données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Validation de l’analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Communication des résultats<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectif de l’ouvrage<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Un exemple simple de modèle mixte<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Définition du modèle<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Estimation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Comparaison avec le modèle sans effetaléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Partie I. Analyse des réseauxexpérimentaux<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 2. Notions de base<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Expérimentation agronomique<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Réseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple de réseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Notion d’environnement<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectifs d’un réseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Notion de population d’environnements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Notion d’interaction<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 3. Analyse d’un réseaud’expérimentations en blocs<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">aléatoires complets à unfacteur étudié<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectif du chapitre<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple « blé »<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modélisation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèle avec un effet expérimentationaléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèle avec un effet expérimentation fixe<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Comment choisir entre un modèle avec un effetexpérimentation fixe et un modèle avec un effet expérimentation aléatoire ?<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Évaluation du modèle<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Normalité<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Homoscédasticité<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Indépendance<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Données suspectes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Comparaisons de moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Tests d’hypothèse : tests d’égalité<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Intervalles de confiance<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Tests d’hypothèse : tests d’équivalence<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple « blé » : script R et analysecommentée<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 4. Méthodes avancéespour l’analyse des réseaux<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Analyse des données moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Étape 1 : analyse des expérimentationsindividuelles pour estimer les moyennes des traitements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Étape 2 : analyse des données moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Une variante : analyse des données moyennesavec un modèle fixe<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Estimation de la variance d’interactiontraitement-expérimentation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Script R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Expérimentations avec variances hétérogènes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Introduction<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple « blé »<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Pour aller plus loin<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Données manquantes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Origine des données manquantes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Moyennes ajustées<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Les facteurs lieu et année<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple « blé_pluri »<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèle pour l’analyse des données moyennes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Estimation de la variance de l’interactiontraitement-année-lieu<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Variance de la différence entre deuxtraitements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Analyse de l’exemple « blé_pluri » et scriptR<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 5. Planification d’unréseau d’expérimentations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Comparaison de deux traitements<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Cas d’un réseau multilocal<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Cas d’un réseau multilocal et pluriannuel<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Autres contrastes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Comparaison à la moyenne de plusieurs témoins<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Comparaison à la moyenne générale<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Partie II. La méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 6. Notions de basepour la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Définition, origine et principales étapes dela méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Estimation d’une taille d’effet moyenne<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Recherche systématique des études, sélectiondes références et extraction de données<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Estimation de la taille d’effet moyenne avecun modèle sans effet aléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Estimation de la taille d’effet moyenne avecun modèle à effets aléatoires<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Métarégression<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Objectif<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèles de régression avec et sans effetaléatoire<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple (suite)<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Analyse critique des résultats<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Chapitre 7. Problèmesstatistiques spécifiques pour la méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Définition de la taille d’effet<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Correction des biais liés à l’utilisation deratios<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Différence entre moyennes d’observations<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Tailles d’effet pour les données binaires<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Coefficient de corrélation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Tailles d’effet basées sur la variance<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèles linéaires généralisés pour l’analysede données discrètes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèle binomial logit à effets aléatoirespour analyser l’effet d’un traitement<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèles non linéaires mixtes<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Intérêt et définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Modèles bayésiens<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Définition<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Exemple : méta-analyse avec MCMCglmm<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Annexe. Ressources R pourmettre en oeuvre les méthodes d’analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">des réseaux et de méta-analyse<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Package KenSyn : code R et jeux de donnéesdes exemples présentés dans<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">les différents chapitres<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Installation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Contenu et utilisation<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Mettre en oeuvre le modèle mixte sous R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Ajuster un modèle mixte<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Manipuler les résultats des modèles mixtessous R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Le package metafor, dédié à la réalisation deméta-analyses sous R<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Approche bayésienne avec le modèle mixte<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Package MCMCglmm<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;"> <o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Package coda<o:p></o:p><p style="margin: 0cm 0cm 0.0001pt; text-align: justify; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial;">Références<o:p></o:p> 21 00 06 01 https://www.quae.com/produit/1514/9782759228164/de-l-analyse-des-reseaux-experimentaux-a-la-meta-analyse 01 00 03 02 https://www.quae.com/system/product_pictures/data/000/004/094/original/02642BDW_analysedesreseaux.jpg 17 14 20241004T224025+0200 16 00 04 01 https://www.quae.com/extract/2860/preview 01 P4 Éditions Quae 01 01 P4 Éditions Quae 04 01 00 20180628 19 00 20180628 01 WORLD 27 03 9782759228164 15 9782759228164 27 03 9782759228171 15 9782759228171 WORLD 08 Éditions Quae 04 01 00 20180628 03 01 D1 Quae 21 04 05 25.00 01 5.50 1.30 EUR