Comparison of population-averaged and subject-specific approaches for analyzing repeated binary outcomes.

@article{Hu1998ComparisonOP,
  title={Comparison of population-averaged and subject-specific approaches for analyzing repeated binary outcomes.},
  author={Frank B Hu and J. Goldberg and Donald Hedeker and Brian R. Flay and Mary Ann Pentz},
  journal={American journal of epidemiology},
  year={1998},
  volume={147 7},
  pages={694-703}
}
Several approaches have been proposed to model binary outcomes that arise from longitudinal studies. Most of the approaches can be grouped into two classes: the population-averaged and subject-specific approaches. The generalized estimating equations (GEE) method is commonly used to estimate population-averaged effects, while random-effects logistic models can be used to estimate subject-specific effects. However, it is not clear to many epidemiologists how these two methods relate to one… CONTINUE READING

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Hierarchical linear modeling with the HLM/2L and HLM/3L programs

  • AS Bryk, SW Raudenbush, RT. Congdon
  • Chicago, IL: Scientific Software,
  • 1994
Highly Influential
8 Excerpts

An overview of methods for the analysis of longitudinal data

  • SL Zeger, Liang K-Y
  • Stat Med
  • 1992
Highly Influential
9 Excerpts

A comparison of cluster-specific and population-averaged approaches for analyzing correlated binary data

  • JM Neuhaus, JD Kalbfleisch, WW. Hauck
  • Int Stat Rev 1991;59:25-36
  • 1991
Highly Influential
5 Excerpts

Methods for longitudinal data: a generalized estimating equation approach

  • SL Zeger, Liang K-Y, PS Albert
  • Biometrics
  • 1988
Highly Influential
6 Excerpts

BMDP statistical software

  • WJ Dixon
  • 1986
Highly Influential
9 Excerpts

Multivariate statistical methods in behavioral research

  • RD Bock
  • New York: McGraw Hill,
  • 1975
Highly Influential
8 Excerpts

Generalized linear models. 2nd ed

  • P McCullagh, JA Nelder
  • 1989
Highly Influential
2 Excerpts

Modeling ordinal Am

  • FB Hu, J Goldberg, D Hedeker
  • J Epidemiol Vol. 147, No
  • 1998
1 Excerpt

A survey of methods for analyzing clustered binary response data

  • JF Pendergast, SJ Gange, MA Newton
  • Int Stat Rev 1996;64:89-118
  • 1996
1 Excerpt

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