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