| Balance | ||||||
| Noise | Alg | nR | nV | UNUS | SENS | CCNF |
| 0nn | AprioriSD | 7,400 | 2,104 | 0,086 | 0,661 | 0,659 |
| MEFES | 0,758 | 2,118 | 0,101 | 0,633 | 0,725 | |
| 5nn | AprioriSD | 8,400 | 2,282 | 0,0751 | 0,5561 | 0,6716 |
| MEFES | 0,772 | 1,510 | 0,0827 | 0,5328 | 0,7162 | |
| 10nn | AprioriSD | 9,200 | 2,369 | 0,0768 | 0,5601 | 0,6885 |
| MEFES | 0,336 | 0,712 | 0,0800 | 0,5499 | 0,7041 | |
| German | ||||||
| Noise | Alg | nR | nV | UNUS | SENS | CCNF |
| 0nn | AprioriSD | 10,000 | 3,100 | 0,0274 | 0,2884 | 0,6645 |
| MEFES | 14,725 | 14,096 | 0,0277 | 0,2813 | 0,6864 | |
| 5nn | AprioriSD | 10,000 | 3,225 | 0,0209 | 0,2730 | 0,6361 |
| MEFES | 14,200 | 14,152 | 0,0205 | 0,2644 | 0,6557 | |
| 10nn | AprioriSD | 10,000 | 3,280 | 0,0222 | 0,2296 | 0,6522 |
| MEFES | 15,400 | 14,344 | 0,0221 | 0,2216 | 0,6628 | |
| Heart | ||||||
| Noise | Alg | nR | nV | UNUS | SENS | CCNF |
| 0nn | AprioriSD | 10,000 | 2,360 | 0,1149 | 0,7227 | 0,7438 |
| MEFES | 8,400 | 10,206 | 0,1278 | 0,6718 | 0,8249 | |
| 5nn | AprioriSD | 10,000 | 2,460 | 0,1066 | 0,6865 | 0,7373 |
| MEFES | 7,880 | 10,363 | 0,1227 | 0,6373 | 0,8324 | |
| 10nn | AprioriSD | 10,000 | 2,260 | 0,0911 | 0,6698 | 0,7002 |
| MEFES | 6,360 | 10,019 | 0,1053 | 0,6202 | 0,7812 | |
| Iris | ||||||
| Noise | Alg | nR | nV | UNUS | SENS | CCNF |
| 0nn | AprioriSD | 15,000 | 2,400 | 0,1690 | 0,8160 | 0,8875 |
| MEFES | 1,280 | 0,915 | 0,1724 | 0,8013 | 0,9347 | |
| 5nn | AprioriSD | 15,000 | 2,493 | 0,1634 | 0,7907 | 0,8904 |
| MEFES | 1,920 | 1,954 | 0,1647 | 0,7680 | 0,9382 | |
| 10nn | AprioriSD | 15,000 | 2,453 | 0,1450 | 0,7320 | 0,8378 |
| MEFES | 1,826 | 1,533 | 0,1490 | 0,7187 | 0,8878 | |
| Magic | ||||||
| Noise | Alg | nR | nV | UNUS | SENS | CCNF |
| 0nn | AprioriSD | 10,000 | 2,280 | 0,0403 | 0,3974 | 0,7509 |
| MEFES | 7,640 | 7,636 | 0,0432 | 0,3952 | 0,7649 | |
| 5nn | AprioriSD | 10,000 | 2,240 | 0,0430 | 0,4361 | 0,7389 |
| MEFES | 8,500 | 8,082 | 0,0452 | 0,4337 | 0,7533 | |
| 10nn | AprioriSD | 10,000 | 2,200 | 0,0408 | 0,4345 | 0,7232 |
| MEFES | 7,740 | 8,024 | 0,0421 | 0,4327 | 0,7353 | |
| Monk-2 | ||||||
| Noise | Alg | nR | nV | UNUS | SENS | CCNF |
| 0nn | AprioriSD | 8,800 | 1,772 | -0,0056 | 0,2681 | 0,3134 |
| MEFES | 17,780 | 4,547 | 0,0389 | 0,2101 | 0,4049 | |
| 5nn | AprioriSD | 8,600 | 1,767 | -0,0108 | 0,2600 | 0,2945 |
| MEFES | 17,120 | 4,587 | 0,0327 | 0,2043 | 0,3818 | |
| 10nn | AprioriSD | 9,000 | 1,778 | -0,0067 | 0,2703 | 0,3154 |
| MEFES | 17,040 | 4,533 | 0,0336 | 0,2042 | 0,4010 | |
| New-Thyroid | ||||||
| Noise | Alg | nR | nV | UNUS | SENS | CCNF |
| 0nn | AprioriSD | 15,000 | 2,160 | 0,0960 | 0,7626 | 0,8409 |
| MEFES | 7,880 | 3,194 | 0,1056 | 0,7168 | 0,9295 | |
| 5nn | AprioriSD | 15,000 | 2,227 | 0,0928 | 0,7390 | 0,7974 |
| MEFES | 10,732 | 3,777 | 0,0945 | 0,6550 | 0,9148 | |
| 10nn | AprioriSD | 15,000 | 2,333 | 0,0881 | 0,7086 | 0,7741 |
| MEFES | 10,854 | 4,507 | 0,0957 | 0,6432 | 0,9350 | |
| Nursery | ||||||
| Noise | Alg | nR | nV | UNUS | SENS | CCNF |
| 0nn | AprioriSD | 15,000 | 2,933 | 0,0645 | 0,3203 | 0,8254 |
| MEFES | 5,532 | 4,930 | 0,0655 | 0,3188 | 0,8558 | |
| 5nn | AprioriSD | 15,000 | 2,933 | 0,0597 | 0,3047 | 0,7843 |
| MEFES | 12,146 | 7,064 | 0,0587 | 0,2892 | 0,8267 | |
| 10nn | AprioriSD | 15,000 | 2,933 | 0,0567 | 0,2909 | 0,7786 |
| MEFES | 11,936 | 7,347 | 0,0545 | 0,2745 | 0,7971 | |
| Page-Blocks | ||||||
| Noise | Alg | nR | nV | UNUS | SENS | CCNF |
| 0nn | AprioriSD | 6,000 | 2,000 | 0,0490 | 0,7138 | 0,9363 |
| MEFES | 14,766 | 7,494 | 0,0517 | 0,7078 | 0,9542 | |
| 5nn | AprioriSD | 6,000 | 2,000 | 0,0401 | 0,6066 | 0,9094 |
| MEFES | 16,100 | 7,514 | 0,0422 | 0,6002 | 0,9380 | |
| 10nn | AprioriSD | 6,000 | 2,000 | 0,0396 | 0,6066 | 0,9169 |
| MEFES | 15,866 | 7,501 | 0,0416 | 0,6024 | 0,9317 | |
| Penbased | ||||||
| Noise | Alg | nR | nV | UNUS | SENS | CCNF |
| 0nn | AprioriSD | 17,400 | 2,069 | 0,0454 | 0,7835 | 0,2315 |
| MEFES | 30,362 | 8,224 | 0,0451 | 0,5762 | 0,3300 | |
| 5nn | AprioriSD | 17,400 | 2,068 | 0,0427 | 0,7601 | 0,2257 |
| MEFES | 32,520 | 7,843 | 0,0405 | 0,5291 | 0,3242 | |
| 10nn | AprioriSD | 14,600 | 2,109 | 0,0416 | 0,7550 | 0,2254 |
| MEFES | 31,064 | 8,093 | 0,0382 | 0,5132 | 0,3178 | |
| Phoneme | ||||||
| Noise | Alg | nR | nV | UNUS | SENS | CCNF |
| 0nn | AprioriSD | 10,000 | 2,460 | 0,0554 | 0,3453 | 0,7711 |
| MEFES | 5,000 | 4,063 | 0,0565 | 0,3411 | 0,7936 | |
| 5nn | AprioriSD | 10,000 | 2,460 | 0,0533 | 0,3391 | 0,7669 |
| MEFES | 4,580 | 4,830 | 0,0538 | 0,3362 | 0,7791 | |
| 10nn | AprioriSD | 10,000 | 2,480 | 0,0508 | 0,3363 | 0,7493 |
| MEFES | 4,000 | 4,294 | 0,0514 | 0,3328 | 0,7632 | |
| Pima | ||||||
| Noise | Alg | nR | nV | UNUS | SENS | CCNF |
| 0nn | AprioriSD | 10,000 | 2,500 | 0,0473 | 0,3798 | 0,7352 |
| MEFES | 3,540 | 5,257 | 0,0511 | 0,3711 | 0,7513 | |
| 5nn | AprioriSD | 10,000 | 2,460 | 0,0457 | 0,3486 | 0,7338 |
| MEFES | 3,100 | 5,432 | 0,0476 | 0,3403 | 0,7495 | |
| 10nn | AprioriSD | 9,600 | 2,535 | 0,0417 | 0,4051 | 0,6975 |
| MEFES | 2,090 | 3,369 | 0,0427 | 0,3951 | 0,7037 | |
| Segment | ||||||
| Noise | Alg | nR | nV | UNUS | SENS | CCNF |
| 0nn | AprioriSD | 34,400 | 2,633 | 0,0772 | 0,6538 | 0,8229 |
| MEFES | 13,888 | 9,015 | 0,0775 | 0,6483 | 0,8761 | |
| 5nn | AprioriSD | 35,000 | 2,720 | 0,0791 | 0,6797 | 0,7622 |
| MEFES | 19,574 | 11,871 | 0,0793 | 0,6715 | 0,8180 | |
| 10nn | AprioriSD | 35,000 | 2,657 | 0,0762 | 0,6620 | 0,7361 |
| MEFES | 20,424 | 11,872 | 0,0760 | 0,6500 | 0,7837 | |
| Shuttle | ||||||
| Noise | Alg | nR | nV | UNUS | SENS | CCNF |
| 0nn | AprioriSD | 4,200 | 1,520 | -0,0031 | 0,2400 | 0,2546 |
| MEFES | 18,316 | 5,509 | 0,0000 | 0,1429 | 0,1854 | |
| 5nn | AprioriSD | 4,200 | 1,520 | -0,0031 | 0,2400 | 0,2546 |
| MEFES | 18,316 | 5,509 | 0,0000 | 0,1429 | 0,0857 | |
| 10nn | AprioriSD | 4,200 | 1,520 | -0,0031 | 0,2400 | 0,2546 |
| MEFES | 18,316 | 5,509 | 0,0000 | 0,1429 | 0,1854 | |
| Zoo | ||||||
| Noise | Alg | nR | nV | UNUS | SENS | CCNF |
| 0nn | AprioriSD | 35,000 | 3,674 | 0,0977 | 0,8714 | 0,7911 |
| MEFES | 9,826 | 5,328 | 0,0968 | 0,8205 | 0,8248 | |
| 5nn | AprioriSD | 35,000 | 4,189 | 0,0879 | 0,7507 | 0,6234 |
| MEFES | 16,858 | 8,035 | 0,0808 | 0,6229 | 0,6646 | |
| 10nn | AprioriSD | 35,000 | 3,920 | 0,0859 | 0,7989 | 0,6999 |
| MEFES | 17,992 | 8,197 | 0,0831 | 0,7276 | 0,7041 | |