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answers:

4

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.

A: 

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
CI Bayes - is not bayes networks it is just naive bayes implementation...
yura
A: 

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.

carlosdc
A: 

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