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In this correspondence, we will point out a problem with testing adaptiveclassifiers on autocorrelated data. In such a case random change alarms mayboost the accuracy figures. Hence, we cannot be sure if the adaptation isworking well.

How good is the Electricity benchmark for evaluating concept drift adaptation