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.

Install the latest version of this package by entering the following in R:
install.packages("mpath")
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

View on CRAN

Functions

AIC.glmreg Man page
AIC.zipath Man page
be.zeroinfl Man page
BIC.glmreg Man page
BIC.zipath Man page
breadReg Man page
breadReg.zipath Man page
coef.cv.glmreg Man page
coef.cv.zipath Man page
coef.glmreg Man page
coef.zipath Man page
conv2glmreg Man page
conv2zipath Man page
cv.folds Man page
cv.glmreg Man page
cv.glmreg.default Man page
cv.glmreg_fit Man page
cv.glmreg.formula Man page
cv.glmreg.matrix Man page
cv.glmregNB Man page
cv.zipath Man page
deviance.glmreg Man page
estfunReg Man page
estfunReg.zipath Man page
findlam Man page
fitted.zipath Man page
g Man page
glmreg Man page
glmreg.default Man page
glmreg_fit Man page
glmreg.formula Man page
glmreg.matrix Man page
glmregNB Man page
glmregNegbin Man page
hessianReg Man page
init Man page
llfun Man page
logLik.glmreg Man page
logLik.zipath Man page
meatReg Man page
model.matrix.zipath Man page
pen_sum Man page
plot.cv.glmreg Man page
plot.glmreg Man page
predict.glmreg Man page
predictzeroinfl1 Man page
predict.zipath Man page
predprob.zipath Man page
print.summary.glmregNB Man page
print.summary.zipath Man page
print.zipath Man page
pval.zipath Man page
residuals.zipath Man page
rzi Man page
sandwichReg Man page
se Man page
se.zipath Man page
summary.glmregNB Man page
summary.zipath Man page
terms.zipath Man page
tuning.zipath Man page
zipath Man page

Questions? Problems? Suggestions? or email at ian@mutexlabs.com.

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