regRSM: Random Subspace Method (RSM) for Linear Regression
Version 0.5

Performs Random Subspace Method (RSM) for high-dimensional linear regression to obtain variable importance measures. The final model is chosen based on validation set or Generalized Information Criterion.

Browse man pages Browse package API and functions Browse package files

AuthorPawel Teisseyre, Robert A. Klopotek
Date of publication2015-09-11 16:38:15
MaintainerPawel Teisseyre <teisseyrep@ipipan.waw.pl>
LicenseLGPL-2 | LGPL-3 | GPL-2 | GPL-3
Version0.5
URL http://www.ipipan.eu/~teisseyrep/SOFTWARE/
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("regRSM")

Man pages

ImpPlot.regRSM: Variable importance plot from 'regRSM' object.
plot.regRSM: Plot from 'regRSM' object.
predict.regRSM: Predictions from a 'regRSM' object.
print.regRSM: Print 'regRSM' object.
regRSM: Random Subspace Method (RSM) for linear regression.
roc.regRSM: ROC curve and AUC parameter.
summary.regRSM: Print 'regRSM' object.
validate.regRSM: Selects the new final model from existing 'regRSM' object.

Functions

ImpPlot Man page Source code
ImpPlot.default Source code
ImpPlot.regRSM Man page Source code
ast Source code
compute_initial_weights Source code
compute_scores Source code
compute_scores_parallel Source code
compute_scores_partial Source code
create_slaves Source code
fitSubmodelStatic Source code
is.wholenumber Source code
make_experimentStatic Source code
new.regRSM Source code
plot.regRSM Man page Source code
predict.regRSM Man page Source code
print.regRSM Man page Source code
regRSM Man page Source code
regRSM.default Man page Source code
regRSM.formula Man page Source code
roc Man page Source code
roc.default Source code
roc.regRSM Man page Source code
select_finalmodel_bic Source code
select_finalmodel_qr Source code
send_data Source code
summary.regRSM Man page Source code
validate Man page Source code
validate.default Source code
validate.regRSM Man page Source code

Files

NAMESPACE
R
R/regRSM.r
R/parallelRSM.R
MD5
DESCRIPTION
man
man/roc.regRSM.rd
man/regRSM.Rd
man/plot.regRSM.Rd
man/ImpPlot.regRSM.Rd
man/print.regRSM.rd
man/validate.regRSM.rd
man/predict.regRSM.Rd
man/summary.regRSM.rd
regRSM documentation built on May 29, 2017, 8:48 p.m.