customizedTraining: Customized Training for Lasso and Elastic-Net Regularized Generalized Linear Models

Customized training is a simple technique for transductive learning, when the test covariates are known at the time of training. The method identifies a subset of the training set to serve as the training set for each of a few identified subsets in the training set. This package implements customized training for the glmnet() and cv.glmnet() functions.

Author
Scott Powers, Trevor Hastie, Robert Tibshirani
Date of publication
2016-09-14 18:50:53
Maintainer
Scott Powers <sspowers@stanford.edu>
License
GPL-2
Version
1.1

View on CRAN

Man pages

customizedGlmnet
fit glmnet using customized training
customizedTraining-package
customizedTraining
cv.customizedGlmnet
cross validation for customizedGlmnet
nonzero
return selected variables
nonzero.customizedGlmnet
return selected variables from a 'customizedGlmnet' object
nonzero.singleton
return selected variables from a 'singleton' object
plot.customizedGlmnet
visualize variables selected in each customized training...
plot.cv.customizedGlmnet
visualize variables selected in each customized training...
predict.customizedGlmnet
make predictions from a 'customizedGlmnet' object
predict.cv.customizedGlmnet
make predictions from a 'cv.customizedGlmnet' object
predict.singleton
make predictions from a "singleton" object
print.customizedGlmnet
print the summary of a fitted 'customizedGlmnet' object
print.cv.customizedGlmnet
print a "cv.customizedGlmnet" object
Vowel
Vowel Recognition

Files in this package

customizedTraining
customizedTraining/NAMESPACE
customizedTraining/data
customizedTraining/data/Vowel.rda
customizedTraining/R
customizedTraining/R/customizedGlmnet.R
customizedTraining/R/nonzero.customizedGlmnet.R
customizedTraining/R/cv.customizedGlmnet.R
customizedTraining/R/predict.customizedGlmnet.R
customizedTraining/R/plot.customizedGlmnet.R
customizedTraining/R/print.customizedGlmnet.R
customizedTraining/R/predict.cv.customizedGlmnet.R
customizedTraining/R/predict.singleton.R
customizedTraining/R/nonzero.singleton.R
customizedTraining/R/nonzero.R
customizedTraining/R/print.cv.customizedGlmnet.R
customizedTraining/R/plot.cv.customizedGlmnet.R
customizedTraining/MD5
customizedTraining/DESCRIPTION
customizedTraining/man
customizedTraining/man/predict.singleton.Rd
customizedTraining/man/customizedTraining-package.Rd
customizedTraining/man/nonzero.customizedGlmnet.Rd
customizedTraining/man/nonzero.singleton.Rd
customizedTraining/man/customizedGlmnet.Rd
customizedTraining/man/cv.customizedGlmnet.Rd
customizedTraining/man/predict.customizedGlmnet.Rd
customizedTraining/man/print.cv.customizedGlmnet.Rd
customizedTraining/man/plot.customizedGlmnet.Rd
customizedTraining/man/Vowel.Rd
customizedTraining/man/plot.cv.customizedGlmnet.Rd
customizedTraining/man/predict.cv.customizedGlmnet.Rd
customizedTraining/man/print.customizedGlmnet.Rd
customizedTraining/man/nonzero.Rd