A comparison of the generalized estimating equation approach with the maximum likelihood approach for repeated measurements

T Park - Statistics in Medicine, 1993 - Wiley Online Library
Liang and Zeger proposed an extension of generalized linear models to the analysis of
longitudinal data. Their approach is closely related to quasi‐likelihood methods and can …

Analysis of repeated bouts of measurements in the framework of generalized estimating equations

J Shults, CA Mazurick, J Richard Landis - Statistics in Medicine, 2006 - Wiley Online Library
We consider a longitudinal study of interstitial cystitis (IC) in women, in which the time
between bouts of repeated measurements is large relative to the within‐bout separation in …

Longitudinal data analysis for discrete and continuous outcomes

SL Zeger, KY Liang - Biometrics, 1986 - JSTOR
Longitudinal data sets are comprised of repeated observations of an outcome and a set of
covariates for each of many subjects. One objective of statistical analysis is to describe the …

Generalized estimating equations

A Pickles - Encyclopedia of biostatistics, 2005 - Wiley Online Library
Longitudinal data occurs frequently in medical studies, particularly in clinical trials. Often, the
response variable is nonnormal, for example, it may be a binary variable, that is,“improved” …

A general maximum likelihood analysis of variance components in generalized linear models

M Aitkin - Biometrics, 1999 - Wiley Online Library
This paper describes an EM algorithm for nonparametric maximum likelihood (ML)
estimation in generalized linear models with variance component structure. The algorithm …

Longitudinal data analysis using generalized linear models

KY Liang, SL Zeger - Biometrika, 1986 - academic.oup.com
This paper proposes an extension of generalized linear models to the analysis of
longitudinal data. We introduce a class of estimating equations that give consistent …

[PDF][PDF] Generalized linear mixed models for longitudinal data

AM Gad, RB El Kholy - International Journal of Probability and …, 2012 - academia.edu
The study of longitudinal data plays a significant role in medicine, epidemiology and social
sciences. Typically, the interest is in the dependence of an outcome variable on the …

Generalized estimation equations for longitudinal data analysis

S Lipsitz, G Fitzmaurice - … data analysis. New York: Chapman & …, 2008 - books.google.com
Generalized estimation equations for longitudinal data analysis Page 58 CHAPTER 3
Generalized estimating equations for longitudinal data analysis Stuart Lipsitz and Garrett …

Diagnostic techniques in generalized estimating equations

M Kelly Venezuela, D Aparecida Botter… - Journal of Statistical …, 2007 - Taylor & Francis
We consider herein diagnostic methods for the quasi-likelihood regression models
developed by Zeger and Liang [Zeger, SL, Liang, K.-Y., 1986, Longitudinal data analysis for …

Generalized estimating equations for longitudinal data analysis

G Fitzmaurice, M Davidian, G Verbeke… - Longitudinal data …, 2008 - taylorfrancis.com
In this chapter we discuss the generalized estimating equations (GEE) approach for
analyzing longitudinal data. Over the past 20 years, the GEE approach has proven to be an …