Aimed at a nontechnical audience, with intuitive explanations instead of mathematical derivations, Analysis of Longitudinal Studies in Epidemiology covers a wide range of topics that include Poisson regression, survival analysis, repeated measure, clustered data, longitudinal observations, and generalized linear models such as logistic regression. The book illustrates examples through extensive case studies, placing particular emphasis on the extension of simple cross-sectional methods and exploring how they can be adapted to longitudinal settings. It also explains the importance of time-dependent confounding and introduces methods including inverse probability weighted estimators.
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Covers a range of topics that include Poisson regression, survival analysis, repeated measure, clustered data, longitudinal observations, and generalized linear models such as logistic regression. This book explains the importance of time-dependent confounding and introduces methods including inverse probability weighted estimators.
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Introduction. Longitudinal Studies of Disease Incidence. Models for Survival Data. Longitudinal Data Models. Mixed Effects Models. Causal Inference in Longitudinal Studies. The Probability Inverse Weighted Approach to Causal Inference. Ecological Longitudinal Studies. Cross-Sectional Data on Event Times.
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Produktdetaljer

ISBN
9781584885047
Publisert
2021-01-01
Utgiver
Vendor
Chapman & Hall/CRC
Vekt
454 gr
Høyde
235 mm
Bredde
156 mm
Aldersnivå
06, P
Språk
Product language
Engelsk
Format
Product format
Innbundet
Antall sider
288

Biographical note

University of California, Berkeley, USA University of Bath, UK University of British Columbia, Vancouver, Canada Northwestern University, Evanston, Illinois, USA