The analysis of binary longitudinal data with time independent covariates

SL Zeger, KY Liang, SG Self - Biometrika, 1985 - academic.oup.com
This paper considers extensions of logistic regression to the case where the binary outcome
variable is observed repeatedly for each subject. We propose two working models that lead …

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 …

Logistic regression for correlated binary data

S Le Cessie… - Journal of the Royal …, 1994 - Wiley Online Library
The modelling of correlated binary outcomes, in such a way that the marginal response
probabilities are still logistic, is considered. Different association measures for the …

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 …

Regression analysis of correlated binary data: some small sample results for the estimating equation approach

K Sharples, N Breslow - Journal of Statistical Computation and …, 1992 - Taylor & Francis
Liang and Zeger (1986 Biometrika 73 13-22) and Zeger and Liang (1986 Biometrics 42 121-
30) proposed a generalized estimating equation approach to the estimation of covariate …

Estimating logistic regression parameters for bivariate binary data

BW McDonald - Journal of the Royal Statistical Society Series B …, 1993 - academic.oup.com
Consider bivariate binary data, with possibly different covariates for each marginal binary
observation. Suppose that the correlation between paired observations is a nuisance, and …

A class of logistic regression models for multivariate binary time series

KY Liang, SL Zeger - Journal of the American Statistical Association, 1989 - Taylor & Francis
A logistic model for multivariate binary time series is proposed. First, we establish the
equivalence between a log-linear model for the marginal distribution of a multivariate binary …

Logistic regression for autocorrelated data with application to repeated measures

A Azzalini - Biometrika, 1994 - academic.oup.com
Abstract SUMMARY A stochastic model is proposed for the study of the influence of time-
dependent covariates on the marginal distribution of the binary response in serially …

Regression models for binary longitudinal responses

M Aitkin, M Alfó - Statistics and Computing, 1998 - Springer
Some conditional models to deal with binary longitudinal responses are proposed,
extending random effects models to include serial dependence of Markovian form, and …

A likelihood-based method for analysing longitudinal binary responses

GM Fitzmaurice, NM Laird - Biometrika, 1993 - academic.oup.com
In this paper, we discuss a likelihood-based method for analysing correlated binary
responses based on a multivariate model. It is related to the pseudo-maximum likelihood …