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- Generalized_estimating_equation abstract "In statistics, a generalized estimating equation (GEE) is used to estimate the parameters of a generalized linear model with a possible unknown correlation between outcomes.Parameter estimates from the GEE are consistent even when the covariance structure is misspecified, under mild regularity conditions. The focus of the GEE is on estimating the average response over the population ("population-averaged" effects) rather than the regression parameters that would enable prediction of the effect of changing one or more covariates on a given individual. GEEs are usually used in conjunction with Huber–White standard error estimates, also known as "robust standard error" or "sandwich variance" estimates. In the case of a linear model with a working independence variance structure, these are known as "heteroscedasticity consistent standard error" estimators. Indeed, the GEE unified several independent formulations of these standard error estimators in a general framework.GEEs belong to a class of semiparametric regression techniques because they rely on specification of only the first two moments. Under correct model specification and mild regularity conditions, parameter estimates from GEEs are consistent. They are a popular alternative to the likelihood–based generalized linear mixed model which is more sensitive to variance structure specification. They are commonly used in large epidemiological studies, especially multi-site cohort studies because they can handle many types of unmeasured dependence between outcomes.".
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- Generalized_estimating_equation wikiPageRevisionID "677789692".
- Generalized_estimating_equation wikiPageWikiLink Akaike_information_criterion.
- Generalized_estimating_equation wikiPageWikiLink Category:M-estimators.
- Generalized_estimating_equation wikiPageWikiLink Category:Regression_analysis.
- Generalized_estimating_equation wikiPageWikiLink Category:Statistical_models.
- Generalized_estimating_equation wikiPageWikiLink Category:Statistical_terminology.
- Generalized_estimating_equation wikiPageWikiLink Cohort_study.
- Generalized_estimating_equation wikiPageWikiLink Consistency_(statistics).
- Generalized_estimating_equation wikiPageWikiLink Correlation_and_dependence.
- Generalized_estimating_equation wikiPageWikiLink Covariance.
- Generalized_estimating_equation wikiPageWikiLink Epidemiology.
- Generalized_estimating_equation wikiPageWikiLink Estimator.
- Generalized_estimating_equation wikiPageWikiLink Fisher_information.
- Generalized_estimating_equation wikiPageWikiLink Generalized_linear_mixed_model.
- Generalized_estimating_equation wikiPageWikiLink Generalized_linear_model.
- Generalized_estimating_equation wikiPageWikiLink Hessian_matrix.
- Generalized_estimating_equation wikiPageWikiLink Heteroscedasticity-consistent_standard_errors.
- Generalized_estimating_equation wikiPageWikiLink Likelihood-ratio_test.
- Generalized_estimating_equation wikiPageWikiLink Likelihood_function.
- Generalized_estimating_equation wikiPageWikiLink MATLAB.
- Generalized_estimating_equation wikiPageWikiLink Moment_(mathematics).
- Generalized_estimating_equation wikiPageWikiLink Newtons_method.
- Generalized_estimating_equation wikiPageWikiLink R_(programming_language).
- Generalized_estimating_equation wikiPageWikiLink Regression_analysis.
- Generalized_estimating_equation wikiPageWikiLink SAS_(software).
- Generalized_estimating_equation wikiPageWikiLink SPSS.
- Generalized_estimating_equation wikiPageWikiLink Score_test.
- Generalized_estimating_equation wikiPageWikiLink Semiparametric_model.
- Generalized_estimating_equation wikiPageWikiLink Stata.
- Generalized_estimating_equation wikiPageWikiLink Statistics.
- Generalized_estimating_equation wikiPageWikiLink Wald_test.
- Generalized_estimating_equation wikiPageWikiLinkText "GEE".
- Generalized_estimating_equation wikiPageWikiLinkText "Generalized estimating equation".
- Generalized_estimating_equation wikiPageWikiLinkText "generalized estimating equation".
- Generalized_estimating_equation hasPhotoCollection Generalized_estimating_equation.
- Generalized_estimating_equation wikiPageUsesTemplate Template:Authority_control.
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- Generalized_estimating_equation subject Category:M-estimators.
- Generalized_estimating_equation subject Category:Regression_analysis.
- Generalized_estimating_equation subject Category:Statistical_models.
- Generalized_estimating_equation subject Category:Statistical_terminology.
- Generalized_estimating_equation type Model.
- Generalized_estimating_equation type Type.
- Generalized_estimating_equation type Econometric.
- Generalized_estimating_equation type Model.
- Generalized_estimating_equation type Type.
- Generalized_estimating_equation type Thing.
- Generalized_estimating_equation comment "In statistics, a generalized estimating equation (GEE) is used to estimate the parameters of a generalized linear model with a possible unknown correlation between outcomes.Parameter estimates from the GEE are consistent even when the covariance structure is misspecified, under mild regularity conditions.".
- Generalized_estimating_equation label "Generalized estimating equation".
- Generalized_estimating_equation sameAs m.0406ch8.
- Generalized_estimating_equation sameAs Q5532474.
- Generalized_estimating_equation sameAs Q5532474.
- Generalized_estimating_equation wasDerivedFrom Generalized_estimating_equation?oldid=677789692.
- Generalized_estimating_equation isPrimaryTopicOf Generalized_estimating_equation.