Describe at least one way to overcome the problem of overfitting when constructing decision trees.
  • There are typically two ways to overcome the problem of overfitting in decision trees:
    • Restrict the splitting to split only when the split is useful.
    • Allow unrestricted splitting and then prune the resulting tree where it makes unwarranted distinctions.

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