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SuperLearner (version 2.0-4)

Super Learner Prediction

Description

This package implements the super learner prediction method and contains a library of prediction algorithms to be used in the super learner.

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Version

Install

install.packages('SuperLearner')

Monthly Downloads

7,860

Version

2.0-4

License

GPL-3

Issues

16

Pull Requests

4

Stars

286

Forks

76

Maintainer

Eric Polley

Last Published

September 27th, 2011

Functions in SuperLearner (2.0-4)

write.method.template

Method to estimate the coefficients for the super learner
listWrappers

list all wrapper functions in SuperLearner
predict.SuperLearner

Predict method for SuperLearner object
SuperLearner

Super Learner Prediction Function
summary.CV.SuperLearner

Summary Function for Cross-Validated Super Learner
SuperLearner.control

Control parameters for the SuperLearner
plot.CV.SuperLearner

Graphical display of the V-fold CV risk estimates
CVFolds

Generate list of row numbers for each fold in the cross-validation
write.screen.template

screening algorithms for SuperLearner
trimLogit

truncated-probabilities logit transformation
write.SL.template

Wrapper functions for prediction algorithms in SuperLearner
SuperLearnerNews

Show the NEWS file for the SuperLearner package
SuperLearner.CV.control

Control parameters for the cross validation steps in SuperLearner
CV.SuperLearner

Function to get V-fold cross-validated risk estimate for super learner