mpath: Regularized Linear Models

Algorithms for fitting model-based penalized coefficient paths. Currently the models include penalized Poisson, negative binomial, zero-inflated Poisson and zero-inflated negative binomial regression models. The penalties include least absolute shrinkage and selection operator (LASSO), smoothly clipped absolute deviation (SCAD) and minimax concave penalty (MCP), and each possibly combining with L_2 penalty.

AuthorZhu Wang, with contributions from Achim Zeileis, Simon Jackman, Brian Ripley, Trevor Hastie, Rob Tibshirani, Balasubramanian Narasimhan, Gil Chu and Patrick Breheny
Date of publication2016-08-30 19:22:41
MaintainerZhu Wang <zwang@connecticutchildrens.org>
LicenseGPL-2
Version0.2-4

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Files in this package

mpath
mpath/inst
mpath/inst/COPYRIGHTS
mpath/inst/doc
mpath/inst/doc/german.pdf
mpath/inst/doc/german.Rnw
mpath/inst/doc/static_german.pdf
mpath/inst/doc/static_german.pdf.asis
mpath/inst/doc/german.R
mpath/src
mpath/src/Makevars
mpath/src/mutil.f
mpath/src/lmnetGLM.f
mpath/src/outloop.f
mpath/src/cfuns.c
mpath/src/midloop.f
mpath/src/lmnetGaussian.f
mpath/NAMESPACE
mpath/NEWS
mpath/R
mpath/R/be_zeroinfl1.R mpath/R/error.bars.R mpath/R/cv.glmregNegbin.R mpath/R/tuning_zipath.R mpath/R/cv.glmreg.R mpath/R/glmreg.R mpath/R/model_offset_2.R mpath/R/glmregNB.R mpath/R/loglik.R mpath/R/p_zipath.R mpath/R/plot.zipath.R mpath/R/predict.glmreg.R mpath/R/zipath.R mpath/R/permute.rows.R mpath/R/convexMin.R mpath/R/balanced.folds.R mpath/R/cv.zipath.R mpath/R/plot.glmreg.R mpath/R/predprob.glmreg.R mpath/R/rzi.R
mpath/vignettes
mpath/vignettes/mpath.bib
mpath/vignettes/german.Rnw
mpath/vignettes/static_german.pdf.asis
mpath/MD5
mpath/build
mpath/build/vignette.rds
mpath/DESCRIPTION
mpath/man
mpath/man/cv.zipath.Rd mpath/man/glmreg.Rd mpath/man/mpath-internal.Rd mpath/man/sandwichReg.Rd mpath/man/p_zipath.Rd mpath/man/glmreg_fit.Rd mpath/man/conv2glmreg.Rd mpath/man/predict.glmreg.Rd mpath/man/summary.glmregNB.Rd mpath/man/predict.zipath.Rd mpath/man/conv2zipath.Rd mpath/man/cv.glmreg.Rd mpath/man/se.Rd mpath/man/cv.glmregNB.Rd mpath/man/cv.glmreg_fit.Rd mpath/man/glmregNB.Rd mpath/man/be_zeroinfl.Rd mpath/man/meatReg.Rd mpath/man/rzi.Rd mpath/man/plot.glmreg.Rd mpath/man/tuning_zipath.Rd mpath/man/methods.Rd mpath/man/zipath.Rd mpath/man/estfunReg.Rd mpath/man/hessianReg.Rd mpath/man/breadReg.Rd

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