Models for longitudinal data: a generalized estimating equation approach.
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Summary
This article discusses extensions of generalized linear models for the analysis of longitudinal data in which heterogeneity in regression parameters is explicitly modelled and uses a generalized estimating equation approach to fit both classes of models for discrete and continuous outcomes.
- Type
- article
- Published
- 1988-12-01
- Cited by
- 4,631
- References
- 20
- OpenAlex
- https://openalex.org/W1976566530
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:18774852
Keywords
Generalized linear model, Mathematics, Applied mathematics, Population, Longitudinal data
References
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- Markov regression models for time series: a quasi-likelihood approach.
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- Maximum Likelihood Estimation of Misspecified Models
- Random-effects models for serial observations with binary response.
- Linear Models for the Analysis of Longitudinal Studies
- The effects of measurement error on parameter estimation
- Regression Models for Nonstationary Categorical Time Series: Asymptotic Estimation Theory
- On errors-in-variables for binary regression models
- Random-effects models for longitudinal data.
- Analysis of Repeated Ordered Categorical Outcomes with Possibly Missing Observations and Time-Dependent Covariates
- Longitudinal data analysis using generalized linear models
- Model robust confidence intervals using maximum likelihood estimators
- Variance Component Models with Binary Response: Interviewer Variability
- Quasi-Likelihood Functions
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- Racial/ethnic disparities on self-reported hypertension in New York City: examining disparities among Hispanic subgroups.
- Comparison of methods for the analysis of longitudinal interval count data.
- The relationships between age, sex, and the incidence of dementia and Alzheimer disease: a meta-analysis.
- Modelling the Potential Economic Impact of Viral Load—Driven Triple Drug Combination Antiretroviral Therapy
- Multilevel analysis in public health research.
- Random-effects regression analysis of correlated grouped-time survival data
- Effect of postpyloric feeding on gastroesophageal regurgitation and pulmonary microaspiration: Results of a randomized controlled trial
- The effect of atrial pacing therapies on atrial tachyarrhythmia burden and frequency: results of a randomized trial in patients with bradycardia and atrial tachyarrhythmias.
- Attendance and alcohol use at parties and bars in college: a national survey of current drinkers.
- Short-term CD4 cell response after highly active antiretroviral therapy initiated at different times from seroconversion in 1,500 seroconverters.
- Risk of age-related macular degeneration in eyes with macular drusen or hyperpigmentation: the Blue Mountains Eye Study cohort.
- Retinal vessel wall signs and the 5 year incidence of age related maculopathy: the Blue Mountains Eye Study
- Exposure to Controversy in an Information Society
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- Effects of age at first substance use and psychiatric comorbidity on the development of substance use disorders.
- Factors associated with HPV persistence after treatment for high-grade cervical intra-epithelial neoplasia with large loop excision of the transformation zone (LLETZ).
- Contributions to survival analysis
- Conventional models overestimate the statistical significance of volume-outcome associations, compared with multilevel models.
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