Research Article
Adaptive Ensemble with Human Memorizing Characteristics for Data Stream Mining
Table 5
Results of average chunk testing time [10ā6 second].
| Dataset | Win | SEA | AWE | ACE | MAE |
| SEA | 0.30 | 2.00 | 2.50 | 4.50 | 2.00 | Tree | 0.50 | 3.50 | 3.50 | 21.50 | 3.55 | Hyp | 1.50 | 3.50 | 4.00 | 20.50 | 3.50 | RBF | 0.50 | 3.55 | 3.50 | 33.00 | 3.05 | LED | 0.50 | 4.00 | 4.00 | 5.00 | 3.50 | Adult | 0.50 | 2.20 | 3.50 | 4.50 | 3.50 | Bank | 1.50 | 17.20 | 19.50 | 153.00 | 23.00 | Conn | 0.45 | 14.76 | 23.10 | 33.40 | 22.10 | Cover | 0.30 | 0.50 | 0.40 | 1.76 | 0.40 | EGG | 1.30 | 3.20 | 4.50 | 5.00 | 4.50 | Elec | 22.50 | 41.90 | 33.00 | 92.70 | 33.00 | Page | 10.50 | 45.00 | 43.00 | 123.00 | 75.00 | Person | 0.30 | 11.50 | 11.70 | 16.50 | 12.30 | Poker | 2.50 | 4.70 | 3.10 | 9.10 | 3.30 | Robot | 0.30 | 35.30 | 32.50 | 136.00 | 62.50 |
| Mean | 2.90 | 12.85 | 12.79 | 43.96 | 17.01 |
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