The best replacement for bayesian network is neural network.

The best alternatives to bayesian network are rated as following:
★★★★★  neural network
★★★★  markov network
★★★★  decision tree
★★★  naive bayes
★★  markov chain
★★  fuzzy logic
★  markov random field

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