Decision Tree - Disadvantages

Disadvantages

Decision trees:

  • For data including categorical variables with different number of levels, information gain in decision trees are biased in favor of those attributes with more levels.
  • Calculations can get very complex particularly if many values are uncertain and/or if many outcomes are linked.

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