Research Article
ADES: A New Ensemble Diversity-Based Approach for Handling Concept Drift
Table 4
Prediction accuracy, CPU runtime, and corresponding ranks.
| | | ADES | DDD | Dynse | ESDE |
| | Dataset | Accuracy | CPU-time | Accuracy | CPU-time | Accuracy | CPU-time | Accuracy | CPU-time | | Covertype | 83.43 (2) | 87.46 (1) | 80.23 (3) | 112.63 (4) | 87.53 (1) | 96.38 (2) | 69.37 (4) | 98.64 (3) | | Airlines | 74.53 (1) | 74.34 (2) | 71.37 (2) | 63.34 (1) | 69.83 (3) | 105.34 (4) | 66.33 (4) | 96.45 (3) | | Amazon | 83.45 (1) | 76.43 (1) | 78.89 (3) | 67.39 (3) | 82.65 (2) | 54.46 (2) | 76.34 (4) | 93.48 (4) | | PokerHand | 77.89 (1) | 67.59 (2) | 71.67 (3) | 45.28 (1) | 74.43 (2) | 93.68 (4) | 68.34 (4) | 84.48 (3) | | Average ranks | 1.25 | 1.20 | 2.75 | 2.25 | 2.0 | 3.0 | 4.0 | 3.25 |
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