EBglmnet: Empirical Bayesian Lasso and Elastic Net Methods for Generalized Linear Models

Provides empirical Bayesian lasso and elastic net algorithms for variable selection and effect estimation. Key features include sparse variable selection and effect estimation via generalized linear regression models, high dimensionality with p>>n, and significance test for nonzero effects. This package outperforms other popular methods such as lasso and elastic net methods in terms of power of detection, false discovery rate, and power of detecting grouping effects.

Author
Anhui Huang, Dianting Liu
Date of publication
2016-01-30 00:36:25
Maintainer
Anhui Huang <a.huang1@umiami.edu>
License
GPL
Version
4.1
URLs

View on CRAN

Man pages

BASIS
An Example Data
cv.EBglmnet
Cross Validation (CV) Function to Determine Hyperparameters...
EBglmnet
Main Function for the EBglmnet Algorithms
EBglmnet-internal
Internal EBglmnet functions
EBglmnet-package
Empirical Bayesian Lasso (EBlasso) and Elastic Net (EBEN)...

Files in this package

EBglmnet
EBglmnet/inst
EBglmnet/inst/doc
EBglmnet/inst/doc/EBglmnet_intro.Rmd
EBglmnet/inst/doc/EBglmnet_intro.R
EBglmnet/inst/doc/EBglmnet_intro.pdf
EBglmnet/src
EBglmnet/src/Makevars
EBglmnet/src/fEBBinaryNegMainEff.c
EBglmnet/src/fEBLinearMainEff.c
EBglmnet/src/CVonePara.c
EBglmnet/src/ElasticNetBinaryNEmainEff.c
EBglmnet/src/elasticNetLinearNeFull2.c
EBglmnet/src/fEBLinearFullFloat.c
EBglmnet/src/fEBBinaryNegFull.c
EBglmnet/src/elasticNetLinearNeMainEff.c
EBglmnet/src/ElasticNetBinaryNeFull.c
EBglmnet/NAMESPACE
EBglmnet/data
EBglmnet/data/BASIS.rda
EBglmnet/R
EBglmnet/R/EBlassoNEG.Binomial.R
EBglmnet/R/EBlassoNEG.GaussianCV.R
EBglmnet/R/EBlassoNE.BinomialCV.R
EBglmnet/R/EBelasticNet.GaussianCV.R
EBglmnet/R/EBlassoNEG.BinomialCV.R
EBglmnet/R/EBelasticNet.Binomial.R
EBglmnet/R/EBlassoNE.GaussianCV.R
EBglmnet/R/EBelasticNet.Gaussian.R
EBglmnet/R/lambdaMax.R
EBglmnet/R/EBelasticNet.BinomialCV.R
EBglmnet/R/ijIndex.R
EBglmnet/R/cv.EBglmnet.R
EBglmnet/R/EBglmnet-internal.R
EBglmnet/R/CVonePair.R
EBglmnet/R/EBlassoNEG.Gaussian.R
EBglmnet/R/EBglmnet.R
EBglmnet/vignettes
EBglmnet/vignettes/EBglmnet_intro.Rmd
EBglmnet/vignettes/EBglmnet_intro.html
EBglmnet/MD5
EBglmnet/build
EBglmnet/build/vignette.rds
EBglmnet/DESCRIPTION
EBglmnet/man
EBglmnet/man/cv.EBglmnet.Rd
EBglmnet/man/BASIS.Rd
EBglmnet/man/EBglmnet.Rd
EBglmnet/man/EBglmnet-package.Rd
EBglmnet/man/EBglmnet-internal.Rd