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• inference of conditional independence structures
• inference of marginal independence structures
• computationally efficient (no MCMC)
• memory-efficient
• able to address problems with thousands of variables ona standard laptop in just a few seconds
• outperforms popular Bayesian and non-Bayesian methods

To installbeam from R:

# Install/load R package devtoolsinstall.packages("devtools")library(devtools)# Install/load R package beam from githubinstall_github("gleday/beam")library(beam)

This R package implements the method described in

Leday, G.G.R. and Richardson, S. (2019).Fast Bayesian inference in large Gaussian graphical models.Biometrics. 75(4), 1288--1298.