Topics in Modelling of Clustered Data - Brossura

Libro 14 di 110: ISSN
 
9780367396107: Topics in Modelling of Clustered Data
Brossura
ISBN 10: 0367396106 ISBN 13: 9780367396107
Casa editrice: Chapman and Hall/CRC, 2019

Sinossi

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.

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Informazioni sull?autore

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

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Editore
Chapman and Hall/CRC
Data di pubblicazione
2019
Lingua
Inglese
ISBN 10 
0367396106
ISBN 13 
9780367396107
Rilegatura
Copertina flessibile
Numero edizione
1
Numero di pagine
336
Redattore
Aerts Marc, Geys Helena, Molenberghs Geert, Ryan Louise M.
Contatto del produttore
non disponibile
Persona responsabile
non disponibile

Altre edizioni note dello stesso titolo

9781584881858: Topics in Modelling of Clustered Data

Edizione in evidenza

ISBN 10:  1584881852 ISBN 13:  9781584881858
Casa editrice: Chapman and Hall/CRC, 2019
Rilegato