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plsRcox (version 0.9.999)

Partial least squares Regression for Cox models and related techniques

Description

This packages provides Partial least squares Regression and various regular, sparse or kernel, techniques for fitting Cox models in high dimensional settings.

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Version

Install

install.packages('plsRcox')

Monthly Downloads

1,372

Version

0.9.999

License

GPL-3

Maintainer

Frederic Bertrand

Last Published

March 12th, 2014

Functions in plsRcox (0.9.999)

coxDKpls2DR

Fitting a Direct Kernel PLS model on the (Deviance) Residuals
internal-plsRcox

Internal plsRcox functions
plsRcox

Partial least squares Regression generalized linear models
coxpls3

Fitting a Cox-Model on PLSR components
coxDKsplsDR

Fitting a Direct Kernel sPLSR model on the (Deviance) Residuals
coxpls2

Fitting a Cox-Model on PLSR components
coxDKplsDR

Fitting a Direct Kernel PLS model on the (Deviance) Residuals
Xmicro.censure_compl_imp

Imputed Microsat features
coxpls3DR

Fitting a PLSR model on the (Deviance) Residuals
predict.plsRcoxmodel

Print method for plsRcox models
coxpls

Fitting a Cox-Model on PLSR components
DR_coxph

(Deviance) Residuals Computation
coxsplsDR

Fitting a sPLSR model on the (Deviance) Residuals
coxpls2DR

Fitting a PLSR model on the (Deviance) Residuals
print.summary.plsRcoxmodel

Print method for summaries of plsRcox models
larsDR_coxph

Fitting a LASSO/LARS model on the (Deviance) Residuals
micro.censure

Microsat features and survival times
print.plsRcoxmodel

Print method for plsRcox models
summary.plsRcoxmodel

Summary method for plsRcox models
coxplsDR

Fitting a PLSR model on the (Deviance) Residuals
coxDKspls2DR

Fitting a Direct Kernel sPLSR model on the (Deviance) Residuals
coxspls2DR

Fitting a sPLSR model on the (Deviance) Residuals