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ELVIRA
It is a tool that allows decision support probabilistic models. It allows working with bayesian networks either discrete or continuous, and it implements different methods for learning, doing inference, etc.
LIO
This tool implements several search and combinatory optimization algoritms, such as genetics, hillclimbing, ILS, Grasp, etc. It works with different kind of data and allows adaptating the algorithms to specific problems.