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 |
|
|
|
|
|
|