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Fast-And-Frugal Trees - Why are decision trees fast?
Answer
The test inputs just need to traverse the tree to a leaf, and the prediction is the majority label of that leaf. Decision trees are also highly quick during test time, and they don't require any metrics because the splits are based on feature thresholds and not distances. An algorithm for making binary decisions.