Dataset | Training + Validation Examples | Accuracy (%) | G-measure | ||||||||
NB | ID3 | MLP | ECL | NB | ID3 | MLP | ECL | ||||
Avg ± sd | Max | Avg ± sd | Max | ||||||||
Bankruptcy | 124 + 126 | 98.4 | 99.2 | 98.4 | 98.9 ± 0.770 | 100.0 | 0.983 | 0.993 | 0.983 | 0.990 ± 0.007 | 1.000 |
Breast | 222 + 50 | 69.1 | 52.7 | 65.5 | 58.0 ± 5.243 | 69.1 | 0.555 | 0.446 | 0.599 | 0.537 ± 0.063 | 0.658 |
Car | 1382 + 346 | 93.4 | 94.8 | 98.8 | 95.5 ± 1.367 | 97.4 | 0.927 | 0.987 | 0.991 | 0.967 ± 0.011 | 0.981 |
Chess | 2557 + 639 | 89.7 | 99.5 | 99.1 | 96.9 ± 0.896 | 98.0 | 0.895 | 0.996 | 0.991 | 0.968 ± 0.009 | 0.980 |
Flare | 1066 + 1066 | 92.2 | 97.9 | 97.8 | 90.0 ± 1.542 | 92.3 | 0.779 | 0.817 | 0.803 | 0.924 ± 0.009 | 0.936 |
Heart | 80 + 187 | 64.7 | 65.2 | 65.2 | 64.9 ± 3.001 | 71.1 | 0.650 | 0.645 | 0.643 | 0.635 ± 0.038 | 0.709 |
Housevotes | 186 + 46 | 95.7 | 89.1 | 93.5 | 94.2 ± 2.405 | 97.8 | 0.960 | 0.894 | 0.938 | 0.942 ± 0.024 | 0.980 |
Kr-vs-k | 1450 + 1451 | 57.7 | 87.0 | 79.6 | 87.7 ± 9.492 | 97.1 | 0.722 | 0.752 | 0.888 | 0.924 ± 0.056 | 0.985 |
Lenses | 19 + 5 | 60.0 | 60.0 | 80.0 | 78.0 ± 6.000 | 80.0 | 0.577 | 0.577 | 0.816 | 0.792 ± 0.072 | 0.816 |
Mushroom | 4515 + 1129 | 97.3 | 100.0 | 100.0 | 100.0 ± 0.000 | 100.0 | 0.967 | 1.000 | 1.000 | 1.000 ± 0.000 | 1.000 |
Nursery | 10,368 + 2592 | 100.0 | 100.0 | 100.0 | 100.0 ± 0.000 | 100.0 | 1.000 | 1.000 | 1.000 | 1.000 ± 0.000 | 1.000 |
Post-operative | 70 + 17 | 76.5 | 52.9 | 58.8 | 55.9 ± 10.097 | 70.6 | 0.447 | 0.381 | 0.387 | 0.402 ± 0.185 | 0.632 |
Tic-tac-toe | 766 + 192 | 72.4 | 86.5 | 97.4 | 91.2 ± 3.159 | 98.4 | 0.592 | 0.878 | 0.966 | 0.874 ± 0.046 | 0.977 |
Zoo | 81 + 20 | 90.0 | 100.0 | 100.0 | 99.0 ± 2.550 | 100.0 | 0.943 | 1.000 | 1.000 | 0.982 ± 0.068 | 1.000 |