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arxiv: 1301.3524 · v1 · pith:QD4NVSVZnew · submitted 2013-01-15 · 💻 cs.LG

How good is the Electricity benchmark for evaluating concept drift adaptation

classification 💻 cs.LG
keywords adaptationaccuracyadaptivealarmsautocorrelatedbenchmarkboostcannot
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In this correspondence, we will point out a problem with testing adaptive classifiers on autocorrelated data. In such a case random change alarms may boost the accuracy figures. Hence, we cannot be sure if the adaptation is working well.

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