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A Trade-Off Between Depth and Impurity for Pruning Decision Trees


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Most pruning methods for decision trees minimize a classification error rate. In uncertain domains, some sub-trees which do not lessen the error rate can be relevant to point out some populations of specific interest or to give a representation of a large data file.


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