Implementing decision tree regression from scratch is not simple, but by doing so you can modify the system to handle unusual problem scenarios, and you can easily integrate the prediction system into ...

but we also want a decision tree that generalizes well to new examples, i.e. we would like the decision tree to give the right answer on new examples it has never seen before so we want to avoid ...