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혼합효과

일반화 선형 혼합효과 모델

클래스

 `GeneralizedLinearMixedModel` Generalized linear mixed-effects model class

함수

 `fitglme` Fit generalized linear mixed-effects model `disp` Display generalized linear mixed-effects model `predict` Predict response of generalized linear mixed-effects model `random` Generate random responses from fitted generalized linear mixed-effects model `fixedEffects` Estimates of fixed effects and related statistics `randomEffects` Estimates of random effects and related statistics `designMatrix` Fixed- and random-effects design matrices `fitted` Fitted responses from generalized linear mixed-effects model `response` Response vector of generalized linear mixed-effects model
 `anova` Analysis of variance for generalized linear mixed-effects model `coefCI` Confidence intervals for coefficients of generalized linear mixed-effects model `coefTest` Hypothesis test on fixed and random effects of generalized linear mixed-effects model `compare` Compare generalized linear mixed-effects models `covarianceParameters` Extract covariance parameters of generalized linear mixed-effects model `partialDependence` Compute partial dependence `plotPartialDependence` Create partial dependence plot (PDP) and individual conditional expectation (ICE) plots `plotResiduals` Plot residuals of generalized linear mixed-effects model `residuals` Residuals of fitted generalized linear mixed-effects model `refit` Refit generalized linear mixed-effects model

개념

• Generalized Linear Mixed-Effects Models

Generalized linear mixed-effects (GLME) models describe the relationship between a response variable and independent variables using coefficients that can vary with respect to one or more grouping variables, for data with a response variable distribution other than normal.

• Wilkinson Notation

Wilkinson notation provides a way to describe regression and repeated measures models without specifying coefficient values.