Bayesian Network Toolbox (BNT)
http://code.google.com/p/bnt/Kevin Murphy's MATLAB toolbox - supports dynamic BNs, decision networks, many exact and approximate inference algorithms, parameter estimation, and structure learning
Submitted in section: Artificial Intelligence: Belief Networks: Software: Bayesian Network Toolbox (BNT)