Consider the decision tree shown in Figure 4.2. (a) Compute the generalization error rate of the tree
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(a) Compute the generalization error rate of the tree using the optimistic approach.
(b) Compute the generalization error rate of the tree using the pessimistic approach. (For simplicity, use the strategy of adding a factor of 0.5 to each leaf node.)
(c) Compute the generalization error rate of the tree using the validation set shown above. This approach is known as reduced error pruning.
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Related Book For
Introduction to Data Mining
ISBN: 978-0321321367
1st edition
Authors: Pang Ning Tan, Michael Steinbach, Vipin Kumar
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