Research Article
A High Accurate Multiple Classifier System for Entity Resolution Using Resampling and Ensemble Selection
Table 2
Runtime comparison.
| ā | Dataset | Bagging | DREP | Gentle AdaBoost | REA | RES |
| Synthetic data | breast cancer | 989 | 0.011 | 1.3 | 54.3 | 0.25 | innosphere | 178 | 0.006 | 0.73 | 8.5 | 0.09 | dermatology | 533 | 0.006 | 0.62 | 25.3 | 0.06 | ILPD | 336 | 0.008 | 0.92 | 16.0 | 0.38 | seismic | 16527 | 0.006 | 1.83 | 806.8 | 0.24 | abalone | 580 | 0.005 | 0.99 | 27.6 | 0.18 | vote | 83 | 0.005 | 3.9 | 4.0 | 0.15 | biodeg | 50 | 0.006 | 6.3 | 2.4 | 0.16 | glass | 21 | 0.006 | 0.2 | 1.0 | 0.10 | diabets | 17 | 0.003 | 1.1 | 1.5 | 0.26 |
| Real data | abt_buy | 8165 | 0.006 | 2.0 | 391.8 | 0.27 | amazon_gp | 9408 | 0.006 | 2.2 | 437.7 | 0.27 | dblp_acm | 1092 | 0.014 | 1.2 | 51.9 | 1.0 | dblp_scholar | 2235 | 0.009 | 1.3 | 106.6 | 0.16 | cora | 3594 | 0.006 | 2.9 | 135.6 | 0.2 |
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