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.
| Version: | 0.3-4 |
| Depends: | methods |
| Imports: | MASS, glmnet, pscl, numDeriv, foreach, doParallel, bst |
| Suggests: | zic, R.rsp, knitr, gdata |
| Published: | 2017-10-23 |
| Author: | Zhu Wang, with contributions from Achim Zeileis, Simon Jackman, Brian Ripley, Trevor Hastie, Rob Tibshirani, Balasubramanian Narasimhan, Gil Chu and Patrick Breheny |
| Maintainer: | Zhu Wang <zwang at connecticutchildrens.org> |
| License: | GPL-2 |
| Copyright: | see file COPYRIGHTS |
| NeedsCompilation: | yes |
| Citation: | mpath citation info |
| Materials: | NEWS |
| CRAN checks: | mpath results |
| Reference manual: | mpath.pdf |
| Vignettes: |
Classification of Cancer Patients with Penalized Robust Nonconvex Loss Functions (with Results) Variable Selection for Health Care Demand in Germany (with Results) Variable Selection for Health Care Demand in Germany (without Results) |
| Package source: | mpath_0.3-4.tar.gz |
| Windows binaries: | r-devel: mpath_0.3-4.zip, r-release: mpath_0.3-4.zip, r-oldrel: mpath_0.3-4.zip |
| OS X El Capitan binaries: | r-release: mpath_0.3-4.tgz |
| OS X Mavericks binaries: | r-oldrel: mpath_0.3-4.tgz |
| Old sources: | mpath archive |
| Reverse imports: | bujar |
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