For example, oncologists classify tumors as different known cancer types using biopsies, patient records and other assays. Decision trees, such as C4.5 (ref. 1), CART 2 and newer variants ...

By pruning unnecessary branches, the decision tree becomes more streamlined, improving its ability to make accurate predictions in real-world scenarios. There are two primary types of pruning ...