High-dimensional Graphical Model Search with gRapHD R Package

Details High-dimensional Graphical Model Search with gRapHD R Package High-dimensional Graphical Model Search with gRapHD R Package

2009-09-07

arxiv.org/abs/0909.1234v4

Journal of Statistical Software, Vol. 37, Issue 1, Nov. 2010

Statistics

Machine Learning

20 pages with 8 figures

Scientific paper

This paper presents the R package gRapHD for efficient selection of high-dimensional undirected graphical models. The package provides tools for selecting trees, forests and decomposable models minimizing information criteria such as AIC or BIC, and for displaying the independence graphs of the models. It has also some useful tools for analysing graphical structures. It supports the use of discrete, continuous, or both types of variables simultaneously.

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