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9781584881858: Topics in Modelling of Clustered Data
Couverture rigide
ISBN 10 : 1584881852 ISBN 13 : 9781584881858
Editeur : Chapman and Hall/CRC, 2019

Synopsis

Many methods for analyzing clustered data exist, all with advantages and limitations in particular applications. Compiled from the contributions of leading specialists in the field, Topics in Modelling of Clustered Data describes the tools and techniques for modelling the clustered data often encountered in medical, biological, environmental, and social science studies. It focuses on providing a comprehensive treatment of marginal, conditional, and random effects models using, among others, likelihood, pseudo-likelihood, and generalized estimating equations methods. The authors motivate and illustrate all aspects of these models in a variety of real applications. They discuss several variations and extensions, including individual-level covariates and combined continuous and discrete outcomes. Flexible modelling with fractional and local polynomials, omnibus lack-of-fit tests, robustification against misspecification, exact, and bootstrap inferential procedures all receive extensive treatment. The applications discussed center primarily, but not exclusively, on developmental toxicity, which leads naturally to discussion of other methodologies, including risk assessment and dose-response modelling. Clearly written, Topics in Modelling of Clustered Data offers a practical, easily accessible survey of important modelling issues. Overview models give structure to a multitude of approaches, figures help readers visualize model characteristics, and a generous use of examples illustrates all aspects of the modelling process.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l'auteur

Marc Aerts, Helena Geys, Geert Molenberghs, Louise M. Ryan

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
Chapman and Hall/CRC
Date d'édition
2019
Langue
anglais
ISBN 10 
1584881852
ISBN 13 
9781584881858
Reliure
Relié
Nombre de pages
336
Éditeur
Aerts Marc, Molenberghs Geert, Ryan Louise M., Geys Helena
Coordonnées du fabricant
non disponible
Personne responsable
non disponible

Autres éditions populaires du même titre

9780367396107: Topics in Modelling of Clustered Data

Edition présentée

ISBN 10 :  0367396106 ISBN 13 :  9780367396107
Editeur : Chapman and Hall/CRC, 2019
Couverture souple