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sodavis: SODA: Main and Interaction Effects Selection for Logistic Regression, Quadratic Discriminant and General Index Models

Variable and interaction selection are essential to classification in high-dimensional setting. In this package, we provide the implementation of SODA procedure, which is a forward-backward algorithm that selects both main and interaction effects under logistic regression and quadratic discriminant analysis. We also provide an extension, S-SODA, for dealing with the variable selection problem for semi-parametric models with continuous responses.

Version: 1.2
Depends: R (≥ 3.0.0), nnet, MASS, mvtnorm
Published: 2018-05-13
DOI: 10.32614/CRAN.package.sodavis
Author: Yang Li, Jun S. Liu
Maintainer: Yang Li <yangli.stat at gmail.com>
License: GPL-2
NeedsCompilation: no
CRAN checks: sodavis results

Documentation:

Reference manual: sodavis.pdf

Downloads:

Package source: sodavis_1.2.tar.gz
Windows binaries: r-devel: sodavis_1.2.zip, r-release: sodavis_1.2.zip, r-oldrel: sodavis_1.2.zip
macOS binaries: r-release (arm64): sodavis_1.2.tgz, r-oldrel (arm64): sodavis_1.2.tgz, r-release (x86_64): sodavis_1.2.tgz, r-oldrel (x86_64): sodavis_1.2.tgz
Old sources: sodavis archive

Linking:

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.