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 |