Is the are java alternative to Bayesian Belief Network framework - Infer.NET? Preferable if it be scalable(online learning for large datasets), well-supported(last updated since 2010) and open source and easy to write network structure. So all features from Infer.NET.
You should perhaps also consider Samiam, it is very powerful and well maintained. I'm not familiar with Infer.NET so I don't know how it compares.
Listing here two Bayesian Network Classifiers projects that I am aware of:
I'm not sure how they compare to Infer.NET, so you better make your own tests.
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