Topics in Modelling of Clustered Data: 96 (Monographs on Statistics & Applied Probability) - Hardcover

 
9781584881858: Topics in Modelling of Clustered Data: 96 (Monographs on Statistics & Applied Probability)
Hardcover
ISBN 10: 1584881852 ISBN 13: 9781584881858
Verlag: Chapman and Hall/CRC, 2019

Inhaltsangabe

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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Über die Autorin bzw. den Autor

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

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Verlag
Chapman and Hall/CRC
Erscheinungsdatum
2019
Sprache
Englisch
ISBN 10 
1584881852
ISBN 13 
9781584881858
Einband
Tapa dura
Auflage
1
Anzahl der Seiten
336
Herausgeber
Aerts Marc, Geys Helena, Molenberghs Geert, Ryan Louise M.
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
Nicht verfügbar

Weitere beliebte Ausgaben desselben Titels

9780367396107: Topics in Modelling of Clustered Data (Monographs on Statistivs and Applied Probability, 96)

Vorgestellte Ausgabe

ISBN 10:  0367396106 ISBN 13:  9780367396107
Verlag: Chapman and Hall/CRC, 2019
Softcover