The 
Intel Probabilistic Network Library was a project originally developed by Kevin Murphy and then translated from Matlab into C++ by the 
Information Technologies Laboratory. This library has not really been supported since 2004 but has an interesting high level wrapper library to its underlying functionality. For those looking to use a Bayesian network library, maybe look at 
SMILE.
 
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