Why Pre-Pruning Can Miss a Good Two-Step Split 9
Why can an aggressive pre-pruning rule reject a first split that looks weak locally even though it would unlock a much better second-level structure?
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中文题目Why can an aggressive pre-pruning rule reject a first split that looks weak locally even though it would unlock a much better second-level structure?
打开 →Replacing a single leaf by a 3-leaf subtree reduces validation loss by 4.5. If the complexity charge is alpha = 1.2 per extra leaf, should you keep the subtree?
打开 →Node A would have leaf error 12 if pruned, while its current subtree has error 7 and 3 leaves. Node B would have leaf error 9 if pruned, while its current subtree has error 6 and 2 leaves. Which node is the weaker link and should be pruned first under cost-complexity pruning?
打开 →A node has leaf error 18 if pruned into a single leaf. Its current subtree has training error 10 and 3 leaves. What is the weakest-link alpha for pruning this subtree?
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