If a classifier is tested on a number of cases, each of known class, one can determine how many times it misclassified a case (i.e. said the case belonged to some class when in fact it belonged to a different one).  That, divided by the number of classifications made, is the error rate (usually expressed as a percentage).  The error rate is only with respect to the probability distribution of the test cases.

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