Prediction of New Observations

The variance V ( ) in this case includes the variance of the fitted regression line and the variance of the error term  

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Although CART modeling of the classes might be perfect as in Example 5.13, the prediction of new observations is sometimes less perfect. This might be reasoned by overfitting and some further treatment, especially pruning of a tree, should be apphed. 

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