Software

A Bayesian EM Algorithm for Undirected Graphical Model Selection

R Package: BayesEM

The software package includes an implementation of the Bayesian learning/inference algorithms for sparse GGMs described in the following papers:

A Bayesian EM Algorithm for Graphical Model Selection

 

Sparse Precision Matrix Estimation with Bayesian Regularization

R Package: SSLasso

The software package includes an implementation of the Bayesian learning/inference algorithms for sparse Precision Matrix Estimation described in the following papers:

Sparse Precision Matrix Estimation with Bayesian Regularization

 

Bayesian Modeling for Gaussian Conditional Random Fields

Rcpp Package: BayesCRF

The software package includes an implementation of the Bayesian learning/inference algorithms for sparse Bayesian Conditional Random Field described in the following papers:

Bayesian Modeling for Gaussian Conditional Random Fields