Model Averaging and Model Selection after Multiple Imputation


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Documentation for package ‘MAMI’ version 0.9.13

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mami-package Model averaging (and model selection) after multiple imputation
HIV HIV treatment data
jma JMA: Jackknife Model Averaging
lae Lasso Averaging Estimation
listSLWrappers Explains model averaging wrappers for super learning
MAMI Model averaging (and model selection) after multiple imputation
mami Model averaging (and model selection) after multiple imputation
mma MMA: Mallow's Model Averaging
plot.lae Visualize estimates from Lasso Averaging Estimation
plot.mami Plot bootstrap results when utilizing model selection/averaging after multiple imputation
predict.SL.jma Prediction wrapper for Jackknife Model Averaging with all variables, on the subset of nested models
predict.SL.jma.all Prediction wrapper for Jackknife Model Averaging with all variables, on all possible models
predict.SL.jma.int Prediction wrapper for Jackknife Model Averaging incl. all 2-way interactions, on the subset of nested models
predict.SL.jma2 Prediction wrapper for Jackknife Model Averaging incl. squared (numeric) variables, on the subset of nested models
predict.SL.lae Prediction wrapper for Lasso Averaging Estimation (10-fold) with all variables
predict.SL.lae.int Prediction wrapper for Lasso Averaging Estimation (10-fold) incl. all 2-way interactions
predict.SL.lae2 Prediction wrapper for Lasso Averaging Estimation (10-fold) incl. squared (numeric) variables
predict.SL.mma Prediction wrapper for Mallows Model Averaging with all variables, on the subset of nested models
predict.SL.mma.all Prediction wrapper for Mallows Model Averaging with all variables, on all possible models
predict.SL.mma.int Prediction wrapper for Mallows Model Averaging incl. all 2-way interactions, on the subset of nested models
predict.SL.mma2 Prediction wrapper for Mallows Model Averaging incl. squared (numeric) variables, on the subset of nested models
Prostate Prostate data
SL.jma Wrapper for Jackknife Model Averaging, on the subset of nested models
SL.jma.all Wrapper for Jackknife Model Averaging with all variables, on all possible models
SL.jma.int Wrapper for Jackknife Model Averaging incl. all 2-way interactions, on the subset of nested models
SL.jma2 Wrapper for Jackknife Model Averaging incl. squared (numeric) variables, on the subset of nested models
SL.lae Wrapper for Lasso Averaging Estimation (10-fold) with all variables
SL.lae.int Lasso Averaging Estimation (10-fold) incl. all 2-way interactions
SL.lae2 Lasso Averaging Estimation (10-fold) incl. squared (numeric) variables
SL.mma Wrapper for Mallows Model Averaging with all variables, on the subset of nested models
SL.mma.all Wrapper for Mallows Model Averaging with all variables, on all possible models
SL.mma.int Wrapper for Mallows Model Averaging incl. all 2-way interactions, on the subset of nested models
SL.mma2 Wrapper for Mallows Model Averaging incl. squared (numeric) variables, on the subset of nested models