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Assume that a training data is randomly split into the following two subsets: growing set and pruning set. Assume that the following decision tree is

Assume that a training data is randomly split into the following two subsets: growing set and pruning set.image text in transcribed

Assume that the following decision tree is learned from the growing set (where the attribute at each node is likely randomly selected during tree construction):

image text in transcribed

What is the classification error rate of the above tree on the pruning set?

(2) Assume that you would like to use reduced-error pruning method. What will be the tree after the first iteration of the pruning method? That is, which part of the tree you would remove first in the reduced-error pruning method?

Growing set: A BC Class I O I 4 011 5011 6100+ 1110 12 10 Pruning set: A B C Class 120+ 131 0+ 1410- 1500+ (6,6) 0 (3,2) B B 3+,4-) 0

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