UnBBayes is a probabilistic network framework written in Java. It has both a GUI and an API with inference, sampling, learning and evaluation. It supports BN, ID, MSBN, OOBN, HBN, MEBN/PR-OWL, structure, parameter and incremental learning.
In my experience and observation since May 2009,Unbbayes has developed tremendously. Both in terms of the functionalities it provides and the support offered. If the tutorials donot answer my questions, Rommel provides help through email. The tool also provides support for basic BNs to more complex MEBNs. If you had issues with its UI in the past, the latest version(3.52.7) is really cool and user friendly.
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