Package: icmm 1.2

icmm: Empirical Bayes Variable Selection via ICM/M Algorithm

Empirical Bayes variable selection via ICM/M algorithm for normal, binary logistic, and Cox's regression. The basic problem is to fit high-dimensional regression which sparse coefficients. This package allows incorporating the Ising prior to capture structure of predictors in the modeling process. More information can be found in the papers listed in the URL below.

Authors:Vitara Pungpapong [aut, cre], Min Zhang [ctb], Dabao Zhang [ctb]

icmm_1.2.tar.gz
icmm_1.2.zip(r-4.5)icmm_1.2.zip(r-4.4)icmm_1.2.zip(r-4.3)
icmm_1.2.tgz(r-4.5-any)icmm_1.2.tgz(r-4.4-any)icmm_1.2.tgz(r-4.3-any)
icmm_1.2.tar.gz(r-4.5-noble)icmm_1.2.tar.gz(r-4.4-noble)
icmm_1.2.tgz(r-4.4-emscripten)icmm_1.2.tgz(r-4.3-emscripten)
icmm.pdf |icmm.html
icmm/json (API)
NEWS

# Install 'icmm' in R:
install.packages('icmm', repos = c('https://vitara-p.r-universe.dev', 'https://cloud.r-project.org'))
Datasets:
  • initbetaBinomial - Initial values for the regression coefficients used in example for running ICM/M algorithm in binary logistic model
  • initbetaCox - Initial values for the regression coefficients used in example for running ICM/M algorithm in Cox's model
  • initbetaGaussian - Initial values for the regression coefficients used in example for running ICM/M algorithm in normal linear regression model
  • linearrelation - Linear structure of predictors
  • simBinomial - Simulated data from the binary logistic regression model
  • simCox - Simulated data from Cox's regression model
  • simGaussian - Simulated data from the normal linear regression model

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1.28 score 19 scripts 165 downloads 12 exports 3 dependencies

Last updated 4 years agofrom:f9f25daed5. Checks:9 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 16 2025
R-4.5-winOKMar 16 2025
R-4.5-macOKMar 16 2025
R-4.5-linuxOKMar 16 2025
R-4.4-winOKMar 16 2025
R-4.4-macOKMar 16 2025
R-4.4-linuxOKMar 16 2025
R-4.3-winOKMar 16 2025
R-4.3-macOKMar 16 2025

Exports:get.abget.alphaget.betaget.beta.isingget.pseudodata.binomialget.pseudodata.coxget.sigmaget.wpostget.wpriorget.zetaget.zeta.isingicmm

Dependencies:EbayesThreshMASSwavethresh