| Dataset | Noise (%) | Accuracy (%) | G-measure | ||||||||
| NB | ID3 | MLP | ECL | NB | ID3 | MLP | ECL | ||||
| Avg ± sd | Max | Avg ± sd | Max | ||||||||
| Noise-1 | 2.0 | 48.8 | 94.3 | 99.6 | 100.0 ± 0.000 | 100.0 | 0.480 | 0.924 | 0.996 | 1.000 ± 0.000 | 1.000 |
| Noise-2 | 4.0 | 46.6 | 81.7 | 98.3 | 100.0 ± 0.000 | 100.0 | 0.461 | 0.817 | 0.983 | 1.000 ± 0.000 | 1.000 |
| Noise-3 | 6.0 | 52.0 | 78.7 | 97.7 | 100.0 ± 0.000 | 100.0 | 0.519 | 0.782 | 0.976 | 1.000 ± 0.000 | 1.000 |
| Noise-4 | 8.0 | 47.4 | 78.8 | 97.3 | 100.0 ± 0.000 | 100.0 | 0.473 | 0.787 | 0.973 | 1.000 ± 0.000 | 1.000 |
| Noise-5 | 10.0 | 51.9 | 76.1 | 96.9 | 100.0 ± 0.002 | 100.0 | 0.516 | 0.760 | 0.969 | 1.000 ± 0.000 | 1.000 |