The Tree Classifiers

When both the number of classes $c$ and the number of features $n$ are large, the feature selection and classification discussed before encounter difficulties because

• feature selection is no longer effective as it is difficult to find m features from n which are suitable for separating all the c classes (some features may be good from some classes but not good for others).
• classification is costly as a large number of features are necessary.