I am looking for an easy to use stand alone software that is able to construct Bayesian belief networks out of data. The software should (of course ;-) be free.
Can anybody recommend something? Thank you!
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Your own link contains a load of free tools (near the bottom: software resources), and you can check the bayesian task view at CRAN.
bnlearn is a powerful
R package for Bayesian networks with constraint and score-based structure learning algorithms.
SamIam could be what you are searching for. It features an easy to use GUI and is particularly useful for getting a "feel" for bayesian networks.
DMelt includes Java classes for Bayesian networks. It is free software.