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. 2020 Apr 9;20(7):2131. doi: 10.3390/s20072131

Table 12.

Prediction accuracy and mean evaluation time (second) of the intrusion detection dataset.

Classifier AWE ARF OzaBag Adwin Leverage Bagging
Drift Detectors Accuracy Time Accuracy Time Accuracy Time Accuracy Time
ERDDM 86.11 7.58 99.93 367.34 75.98 7.45 70.69 8.12
RDDM 84.16 7.19 99.91 318.64 74.31 7.34 69.43 7.83
EDDM 71.26 5.97 99.1 1093.62 59.34 6.92 62.71 7.14
STEPD 69.19 6.66 99.79 1194.12 61.96 9.29 65.19 11.38