Table 10.
Mean CAL scores of different algorithms based on 10-fold cross-validation done twice. The bottom row gives the average CAL scores. Best results are underlined.
| Data Set | ISMB | ISMB-MS | NISMB | NB | DT | LR | NN | kNN | LBR | AB |
|---|---|---|---|---|---|---|---|---|---|---|
| australian | 0.0470 | 0.0459 | 0.0454 | 0.0775 | 0.0463 | 0.0440 | 0.0526 | 0.1423 | 0.0817 | 0.0454 |
| breast-cancer | 0.0146 | 0.0146 | 0.0144 | 0.0200 | 0.0261 | 0.0155 | 0.0114 | 0.0299 | 0.0200 | 0.0210 |
| cleveland | 0.0497 | 0.0630 | 0.0569 | 0.0930 | 0.0690 | 0.0295 | 0.0432 | 0.1543 | 0.0930 | 0.0632 |
| corral | 0.0583 | 0.0656 | 0.0561 | 0.0470 | 0.0505 | 0.0473 | 0.0162 | 0.0115 | 0.0368 | 0.0516 |
| crx | 0.0452 | 0.0518 | 0.0503 | 0.0711 | 0.0440 | 0.0394 | 0.0722 | 0.1354 | 0.0689 | 0.0430 |
| diabetes | 0.0403 | 0.0401 | 0.0411 | 0.0618 | 0.0633 | 0.0433 | 0.0813 | 0.0662 | 0.0590 | 0.0400 |
| flare | 0.0551 | 0.0546 | 0.0562 | 0.1260 | 0.0467 | 0.0414 | 0.0762 | 0.1000 | 0.0707 | 0.0404 |
| german | 0.0684 | 0.0696 | 0.0699 | 0.0625 | 0.1038 | 0.0504 | 0.0547 | 0.2363 | 0.0645 | 0.0942 |
| glass2 | 0.0359 | 0.0395 | 0.0373 | 0.0644 | 0.0386 | 0.0322 | 0.0482 | 0.0561 | 0.0569 | 0.0349 |
| glass | 0.0188 | 0.0189 | 0.0186 | 0.0282 | 0.0223 | 0.0262 | 0.0258 | 0.0246 | 0.0241 | 0.0232 |
| heart | 0.0498 | 0.0585 | 0.0513 | 0.0913 | 0.0641 | 0.0321 | 0.0624 | 0.1385 | 0.0913 | 0.0524 |
| hepatitis | 0.0422 | 0.0294 | 0.0381 | 0.0488 | 0.0306 | 0.0462 | 0.0197 | 0.0492 | 0.0466 | 0.0288 |
| iris | 0.0110 | 0.0115 | 0.0114 | 0.0132 | 0.0188 | 0.0142 | 0.0219 | 0.0205 | 0.0132 | 0.0144 |
| lymphography | 0.0226 | 0.0259 | 0.0256 | 0.0326 | 0.0279 | 0.0863 | 0.0272 | 0.0512 | 0.0359 | 0.0269 |
| pima | 0.0532 | 0.0539 | 0.0539 | 0.0596 | 0.0660 | 0.0444 | 0.0960 | 0.0805 | 0.0586 | 0.0588 |
| postoperative | 0.0404 | 0.0358 | 0.0438 | 0.0436 | 0.0450 | 0.0707 | 0.0844 | 0.1175 | 0.0436 | 0.0430 |
| sonar | 0.0437 | 0.0656 | 0.0643 | 0.1042 | 0.0591 | 0.0814 | 0.0503 | 0.1336 | 0.1045 | 0.0535 |
| vehicle | 0.0479 | 0.0481 | 0.0480 | 0.1272 | 0.0654 | 0.0632 | 0.0567 | 0.0984 | 0.0690 | 0.0543 |
| vote | 0.0247 | 0.0285 | 0.0306 | 0.0722 | 0.0227 | 0.0520 | 0.0603 | 0.0346 | 0.0658 | 0.0235 |
| wine | 0.0062 | 0.0043 | 0.0054 | 0.0083 | 0.0247 | 0.0154 | 0.0256 | 0.0133 | 0.0083 | 0.0103 |
| zoo | 0.0065 | 0.0067 | 0.0069 | 0.0078 | 0.0094 | 0.0055 | 0.0029 | 0.0075 | 0.0078 | 0.0067 |
|
| ||||||||||
| average | 0.0372 | 0.0396 | 0.0393 | 0.0600 | 0.0450 | 0.0419 | 0.0471 | 0.0810 | 0.0533 | 0.0395 |