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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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Install
install.packages('SuperLearner')
Monthly Downloads
4,625
Version
2.0-9
License
GPL-3
Issues
12
Pull Requests
3
Stars
262
Forks
69
Repository
https://github.com/ecpolley/SuperLearner
Maintainer
Eric Polley
Last Published
September 11th, 2012
Functions in SuperLearner (2.0-9)
Search functions
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