CRAN
grppenalty 2.1-0
Concave 1-norm and 2-norm group penalty in linear and logistic regression
Released Feb 17, 2014 by Dingfeng Jiang
The package implements the concave 1-norm and 2-norm group penalty in linear and logistic regression. The concave 1-norm group penalty includes 1-norm group SCAD and 1-norm group MCP. The concave 1-norm group penalty has bi-level selection features. That is it selects variables at group and individual levels with proper tuning parameters. The concave 1-norm group penalty is robust to mis-specified group information. The concave 2-norm group penalty includes 2-norm group SCAD and 2-norm group MCP. The concave 2-norm group penalty select variable at group level only. The package can also fit group Lasso, which is a special case of concave 2-norm group penalty when the regularization parameter kappa equals zero. The highly efficient (block) coordinate descent algorithm (CDA) is used to compute the solutions for both penalties in linear models. The highly stable and efficient (block) CDA and minimization-majorization approach are used to compute the solution for both penalties in logistic models. In the computation of solution surface, the solution path along kappa is implemented. This provides a better solution path compared to the solution path along lambda. The package also provides a tuning parameter selection method based on cross-validation for both linear and logistic models.
Installation
Maven
This package can be included as a dependency from a Java or Scala project by including
the following your project's pom.xml file.
Read more
about embedding Renjin in JVM-based projects.
<dependencies>
<dependency>
<groupId>org.renjin.cran</groupId>
<artifactId>grppenalty</artifactId>
<version>2.1-0-b273</version>
</dependency>
</dependencies>
<repositories>
<repository>
<id>bedatadriven</id>
<name>bedatadriven public repo</name>
<url>https://nexus.bedatadriven.com/content/groups/public/</url>
</repository>
</repositories>
Renjin CLI
If you're using Renjin from the command line, you load this library by invoking:
library('org.renjin.cran:grppenalty')
Test Results
This package was last tested against Renjin 0.9.2644 on Jun 2, 2018.