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