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Exact lower and upper bounds on the best possible misclassificationprobability for a finite number of classes are obtained in terms of the totalvariation norms of the differences between the sub-distributions over theclasses. These bounds are compared with the exact bounds in terms of theconditional entropy obtained by Feder and Merhav.

Exact upper and lower bounds on the misclassification probability