Research Article
Recurrent Adaptive Classifier Ensemble for Handling Recurring Concept Drifts
Table 6
CPU processing time for each algorithm on real-world datasets.
| | Dataset | RACE | CALMID | DUE | SOFEnsemble | AWDOB |
| | Airlines | 13.49 (1) | 15.43 (2) | 29.43 (3) | 54.03 (5) | 35.38 (4) | | Covertype | 17.36 (2) | 36.48 (3) | 33.42 (2) | 53.48 (4) | 65.43 (5) | | Poker Hand | 43.56 (1) | 78.45 (4) | 83.37 (5) | 73.28 (3) | 56.32 (2) | | KDD99 | 81.43 (3) | 78.32 (2) | 76.43 (1) | 88.46 (5) | 83.52 (4) | | Sensor Data | 85.46 (2) | 81.34 (1) | 91.23 (3) | 99.38 (5) | 97.41 (4) | | Average rank | 1.8 | 2.4 | 2.8 | 4.4 | 3.8 |
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