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SuperLearner (version 2.0-9)

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

2.0-9

License

GPL-3

Issues

16

Pull Requests

4

Stars

286

Forks

76

Maintainer

Eric Polley

Last Published

September 11th, 2012

Functions in SuperLearner (2.0-9)

CVFolds

Generate list of row numbers for each fold in the cross-validation
trimLogit

truncated-probabilities logit transformation
SuperLearner.control

Control parameters for the SuperLearner
write.method.template

Method to estimate the coefficients for the super learner
write.SL.template

Wrapper functions for prediction algorithms in SuperLearner
SuperLearner.CV.control

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

Summary Function for Cross-Validated Super Learner
CV.SuperLearner

Function to get V-fold cross-validated risk estimate for super learner
plot.CV.SuperLearner

Graphical display of the V-fold CV risk estimates
write.screen.template

screening algorithms for SuperLearner
predict.SuperLearner

Predict method for SuperLearner object
SuperLearner

Super Learner Prediction Function
SuperLearnerNews

Show the NEWS file for the SuperLearner package
listWrappers

list all wrapper functions in SuperLearner