Authors: Paweł Teisseyre, Robert A. Kłopotek
Description: Performs Random Subspace Method (RSM) for high-dimensional linear regression to obtain variable importance measures. The final model is chosen based on validation set or Generalized Information Criterion.
Available at: CRAN.
Package installation:
install.packages("regRSM")
Example real dataset: wiek.Rdata, wyn.Rdata described in Hannum et. al. "Genome-wide methylation profiles reveal quantitative views of human aging rates", Molecular Cell, vol. 49, no. 2, 359-67, 2013.
Authors: Paweł Teisseyre, Jan Mielniczuk
Description: Statistical tests for Interaction Information. The package contains 3 testing procedures: the first one is based on chi-squared distribution, the second one is a permutation test and the third one is a hybrid test which combines a chi-squared test and a permutation test.
Available at: GitHub
Package installation:
library("devtools")
install_github("teisseyrep/interactionInfo")