ISBN:
9781119513469
,
1119513464
Language:
English
Pages:
1 online resource (xix, 506 pages) :
,
illustrations
Series Statement:
Wiley series in probability and statistics
Parallel Title:
Print version: Fitzmaurice, Garrett M., 1962- Applied longitudinal analysis.
DDC:
519.5/3
Keywords:
Longitudinal method.
;
Regression analysis.
;
Multivariate analysis.
;
Medical statistics.
;
Biometry methods.
;
Longitudinal Studies.
;
Multivariate Analysis.
;
Regression Analysis.
;
Méthode longitudinale.
;
Analyse de régression.
;
Analyse multivariée.
;
Statistique médicale.
;
Longitudinal method.
;
Medical statistics.
;
Multivariate analysis.
;
Regression analysis.
;
Longitudinaal onderzoek.
;
Statistische methoden.
;
Statistische analyse.
;
Längsschnittuntersuchung
;
Estudos longitudinais.
;
Análise de regressão e de correlação.
;
Análise multivariada.
;
Estatísticas de saúde.
;
Electronic books.
Abstract:
"Written at a technical level suitable for researchers and graduate students, Applied Longitudinal Analysis provides a description of modern methods for analyzing longitudinal data. Focusing on General Linear and Mixed Effects Models for continuous responses, and extensions of Generalized Linear Models for discrete responses, the authors discuss in detail the relationships among these different models, including their underlying assumptions and relative merits."--Jacket.
Description / Table of Contents:
Longitudinal and clustered data -- Longitudinal data: basic concepts -- Overview of linear models for longitudinal data -- Estimation and statistical inference -- Modelling the mean: analyzing response profiles -- Modelling the mean: parametric curves -- Modelling the covariance -- Linear mixed effects models -- Residual analyses and diagnostics -- Review of generalized linear models -- Marginal models: generalized estimating equations (GEE) -- Generalized linear mixed effects models -- Contrasting marginal and mixed effects models -- Missing data and dropout -- Some aspects of the design of longitudinal studies -- Repeated measures and related designs -- Multilevel models.
URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/9781119513469
Permalink
