BAYESIAN DT


Splitting Rule: Bayes

  • Use minimum error prediction function

  • Minimize the loss function to determine the split at each node


  • Smoothing instead of pruning

  • Average of multiple trees grown using cross-validation

  • At a terminal node, it takes into account the probability of a class for the whole tree rather than than just at the terminal node