The best replacement for decision tree is decision table.

The best alternatives to decision tree are rated as following:
★★★★★  decision table
★★★★★  logistic regression
★★★★  neural network
★★★  svm
★★★  flowchart
★★  knn
★★  behavior tree
★★  naive bayes
★★  random forest
★★  bayesian network
★  markov model
★  finite state machine
★  influence diagram
  flow chart
  rules engine
  market structure
  game tree

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decision tree
decision table
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