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.
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Listing here two Bayesian Network Classifiers projects that I am aware of:
- CI Bayes - active, last release is 2.0, released on 6th of Oct 2010 and available from their Maven2 repository
- jBNC - inactive for several years, listing it here just for completeness sake.
I'm not sure how they compare to Infer.NET, so you better make your own tests.

Neeme Praks
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Actually they're both just naive bayes! – tdc Jul 29 '13 at 09:40
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Why not take the right tool for the job? For statistics and machine learning that's the programming language R. http://cran.r-project.org/web/views/MachineLearning.html

mrsteve
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Only one Bayesian method is implemented in the link that you gave: Bayesian Additive Regression Trees (BART) - so not a competitor. – tdc Jul 29 '13 at 09:38
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Unfortunately, I have not found anything that's as full-featured and well-supported as infer.NET. Please update if you do!
I use an old package from CMU called JavaBayes -- it works, but no continuous variables.

kuang
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