The best replacement for markov model is decision tree.

The best alternatives to markov model are rated as following:
★★★★★  decision tree
★★★★  hidden markov model
★★★  markov chain
★★  neural network
★  bayesian network
★  kalman filter

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markov model
decision tree
hidden markov model