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Analysis of Longitudinal Studies in Epidemiology

Buch | Hardcover
288 Seiten
2025
Chapman & Hall/CRC (Verlag)
978-1-58488-504-7 (ISBN)
95,95 inkl. MwSt
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.
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.

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

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.

Erscheint lt. Verlag 26.1.2025
Reihe/Serie Chapman & Hall/CRC Texts in Statistical Science
Sprache englisch
Maße 156 x 234 mm
Gewicht 453 g
Themenwelt Mathematik / Informatik Mathematik
Studium Querschnittsbereiche Prävention / Gesundheitsförderung
ISBN-10 1-58488-504-1 / 1584885041
ISBN-13 978-1-58488-504-7 / 9781584885047
Zustand Neuware
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