Analysis of Longitudinal Studies in Epidemiology

Klappentext 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. Zusammenfassung 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. Inhaltsverzeichnis 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.

Texte du rabat

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.

Contenu
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.