|
Adult |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
4.000 |
2.000 |
4.1855 |
0.0045 |
0.7703 |
0.5994 |
DNI |
4.000 |
2.450 |
39.2574 |
0.0177 |
0.7649 |
0.6128 |
FKM |
4.000 |
2.000 |
4.1855 |
0.0045 |
0.7703 |
0.5994 |
IV |
4.000 |
2.000 |
3.5503 |
0.0042 |
0.7711 |
0.5951 |
KNN |
4.000 |
2.000 |
4.1855 |
0.0045 |
0.7703 |
0.5994 |
MC |
4.000 |
2.000 |
4.1855 |
0.0045 |
0.7703 |
0.5994 |
MESDIF |
CMC |
6.000 |
3.550 |
83.2667 |
0.0130 |
0.4119 |
0.5780 |
DNI |
6.000 |
3.700 |
91.5650 |
0.0149 |
0.4828 |
0.6728 |
FKM |
6.000 |
3.433 |
89.1120 |
0.0135 |
0.4309 |
0.5566 |
IV |
6.000 |
3.233 |
90.4239 |
0.0117 |
0.3595 |
0.6818 |
KNN |
6.000 |
3.433 |
90.4942 |
0.0136 |
0.4283 |
0.5900 |
MC |
6.000 |
3.433 |
89.1120 |
0.0135 |
0.4309 |
0.5566 |
NMEEF-SD |
CMC |
7.600 |
3.264 |
84.2171 |
0.0462 |
0.8705 |
0.8354 |
DNI |
7.600 |
3.264 |
84.2171 |
0.0462 |
0.8705 |
0.8354 |
FKM |
7.600 |
3.264 |
84.2171 |
0.0462 |
0.8705 |
0.8354 |
IV |
7.100 |
3.239 |
75.2311 |
0.0458 |
0.8742 |
0.8274 |
KNN |
7.600 |
3.264 |
84.2171 |
0.0462 |
0.8705 |
0.8354 |
MC |
7.600 |
3.264 |
84.2171 |
0.0462 |
0.8705 |
0.8354 |
|
|
Bands |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
2.600 |
3.425 |
0.7813 |
0.0142 |
0.4624 |
0.4201 |
DNI |
2.300 |
3.960 |
3.0948 |
0.0403 |
0.9433 |
0.5726 |
FKM |
2.500 |
3.645 |
0.9485 |
0.0287 |
0.6605 |
0.4473 |
IV |
3.300 |
3.693 |
0.7188 |
0.0140 |
0.4025 |
0.4502 |
KNN |
2.000 |
3.800 |
1.1020 |
0.0204 |
0.7268 |
0.4691 |
MC |
2.300 |
3.600 |
0.7291 |
0.0107 |
0.4737 |
0.4638 |
MESDIF |
CMC |
6.000 |
7.667 |
0.3448 |
0.0037 |
0.3065 |
0.5222 |
DNI |
6.000 |
5.367 |
2.6627 |
0.0223 |
0.4739 |
0.7260 |
FKM |
6.000 |
6.867 |
0.3572 |
0.0059 |
0.2889 |
0.5952 |
IV |
6.000 |
9.100 |
0.2225 |
0.0044 |
0.1814 |
0.3560 |
KNN |
6.000 |
6.900 |
2.9890 |
0.0210 |
0.5210 |
0.7450 |
MC |
6.000 |
7.233 |
0.5681 |
0.0044 |
0.3597 |
0.6010 |
NMEEF-SD |
CMC |
1.900 |
3.867 |
1.0650 |
0.0310 |
0.9770 |
0.6188 |
DNI |
2.100 |
3.575 |
0.7236 |
0.0236 |
0.9838 |
0.6084 |
FKM |
2.900 |
2.847 |
0.4608 |
0.0337 |
0.9845 |
0.6174 |
IV |
3.800 |
3.548 |
0.6359 |
0.0244 |
0.9869 |
0.6524 |
KNN |
3.100 |
4.025 |
0.8228 |
0.0240 |
0.9817 |
0.6102 |
MC |
1.300 |
3.550 |
0.8685 |
0.0217 |
0.9808 |
0.6050 |
|
|
Breast |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
4.300 |
2.490 |
0.5744 |
-0.0017 |
0.4938 |
0.5160 |
DNI |
4.200 |
2.770 |
0.5603 |
0.0064 |
0.4261 |
0.4318 |
FKM |
4.300 |
2.490 |
0.5744 |
-0.0017 |
0.4938 |
0.5160 |
IV |
4.400 |
2.390 |
0.6064 |
0.0037 |
0.5229 |
0.5447 |
KNN |
4.500 |
2.470 |
0.6438 |
0.0014 |
0.5049 |
0.5452 |
MC |
4.300 |
2.490 |
0.5744 |
-0.0017 |
0.4938 |
0.5160 |
MESDIF |
CMC |
6.000 |
3.250 |
1.1666 |
0.0236 |
0.2884 |
0.5750 |
DNI |
6.000 |
3.133 |
0.5511 |
0.0156 |
0.2666 |
0.4548 |
FKM |
6.000 |
3.267 |
0.6747 |
0.0192 |
0.2808 |
0.5050 |
IV |
6.000 |
3.300 |
0.7047 |
0.0158 |
0.2816 |
0.4789 |
KNN |
6.000 |
3.267 |
0.6747 |
0.0192 |
0.2808 |
0.5050 |
MC |
6.000 |
3.250 |
1.1666 |
0.0236 |
0.2884 |
0.5750 |
NMEEF-SD |
CMC |
2.600 |
2.250 |
0.3657 |
0.0516 |
0.8369 |
0.7741 |
DNI |
2.600 |
2.250 |
0.3657 |
0.0516 |
0.8369 |
0.7741 |
FKM |
2.600 |
2.250 |
0.3657 |
0.0516 |
0.8369 |
0.7741 |
IV |
3.300 |
2.363 |
0.4450 |
0.0571 |
0.8333 |
0.7877 |
KNN |
2.600 |
2.250 |
0.3657 |
0.0516 |
0.8369 |
0.7741 |
MC |
2.600 |
2.250 |
0.3657 |
0.0516 |
0.8369 |
0.7741 |
|
|
Cleveland |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
9.100 |
3.792 |
3.0485 |
0.0329 |
0.3918 |
0.2197 |
DNI |
9.100 |
3.870 |
3.0082 |
0.0329 |
0.3918 |
0.2192 |
FKM |
9.100 |
3.827 |
3.0485 |
0.0329 |
0.3918 |
0.2197 |
IV |
9.100 |
3.855 |
3.0452 |
0.0325 |
0.3971 |
0.2387 |
KNN |
9.100 |
3.848 |
3.0311 |
0.0331 |
0.3918 |
0.2198 |
MC |
9.100 |
3.772 |
3.0376 |
0.0324 |
0.3918 |
0.2196 |
MESDIF |
CMC |
15.000 |
6.800 |
1.6084 |
0.0161 |
0.2211 |
0.2496 |
DNI |
15.000 |
6.907 |
1.5546 |
0.0169 |
0.2071 |
0.2279 |
FKM |
15.000 |
6.813 |
1.3648 |
0.0151 |
0.2181 |
0.2207 |
IV |
15.000 |
6.707 |
1.4191 |
0.0147 |
0.2049 |
0.2181 |
KNN |
15.000 |
6.800 |
1.4285 |
0.0168 |
0.2059 |
0.2250 |
MC |
15.000 |
6.780 |
1.7625 |
0.0172 |
0.2163 |
0.2439 |
NMEEF-SD |
CMC |
4.300 |
2.510 |
3.3271 |
0.1148 |
0.9031 |
0.7304 |
DNI |
4.100 |
2.490 |
3.2810 |
0.1142 |
0.9102 |
0.7241 |
FKM |
4.100 |
2.490 |
3.3131 |
0.1146 |
0.9102 |
0.7247 |
IV |
4.700 |
2.530 |
3.3178 |
0.1158 |
0.8885 |
0.7365 |
KNN |
4.100 |
2.510 |
3.3314 |
0.1160 |
0.9096 |
0.7296 |
MC |
4.100 |
2.490 |
3.2810 |
0.1142 |
0.9102 |
0.7241 |
|
|
Crx |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
2.000 |
2.000 |
0.0204 |
0.0000 |
0.9952 |
0.5000 |
DNI |
2.000 |
2.450 |
0.7971 |
-0.0017 |
0.4890 |
0.3625 |
FKM |
2.000 |
2.000 |
0.0204 |
0.0000 |
0.9952 |
0.5000 |
IV |
2.000 |
2.000 |
0.0189 |
0.0000 |
0.9951 |
0.5000 |
KNN |
2.000 |
2.000 |
0.0204 |
0.0000 |
0.9952 |
0.5000 |
MC |
2.000 |
2.000 |
0.0204 |
0.0000 |
0.9952 |
0.5000 |
MESDIF |
CMC |
6.000 |
4.483 |
3.4169 |
0.0310 |
0.4716 |
0.6174 |
DNI |
6.000 |
5.267 |
2.9026 |
0.0300 |
0.4909 |
0.6127 |
FKM |
6.000 |
4.833 |
2.8320 |
0.0274 |
0.4920 |
0.5955 |
IV |
6.000 |
4.433 |
3.8380 |
0.0351 |
0.4394 |
0.6491 |
KNN |
6.000 |
4.833 |
2.8309 |
0.0260 |
0.4885 |
0.5936 |
MC |
6.000 |
4.533 |
3.3622 |
0.0312 |
0.4806 |
0.6270 |
NMEEF-SD |
CMC |
4.900 |
3.008 |
6.9428 |
0.1293 |
0.8809 |
0.8022 |
DNI |
5.200 |
3.119 |
6.5960 |
0.1219 |
0.8774 |
0.7894 |
FKM |
4.900 |
3.008 |
6.9428 |
0.1293 |
0.8809 |
0.8022 |
IV |
3.900 |
2.938 |
8.6977 |
0.1579 |
0.8538 |
0.8522 |
KNN |
5.000 |
3.008 |
6.8330 |
0.1273 |
0.8804 |
0.7961 |
MC |
4.900 |
3.008 |
6.9428 |
0.1293 |
0.8809 |
0.8022 |
|
|
Dermatology |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
6.000 |
7.500 |
4.5628 |
0.0102 |
0.6897 |
0.1581 |
DNI |
6.000 |
7.500 |
4.4094 |
0.0109 |
0.7006 |
0.1617 |
FKM |
6.000 |
7.500 |
4.5628 |
0.0102 |
0.7006 |
0.1589 |
IV |
6.000 |
7.500 |
4.5070 |
0.0101 |
0.6908 |
0.1576 |
KNN |
6.000 |
7.500 |
4.5628 |
0.0102 |
0.7006 |
0.1583 |
MC |
6.000 |
7.500 |
4.4675 |
0.0103 |
0.7047 |
0.1604 |
MESDIF |
CMC |
18.000 |
20.656 |
0.0463 |
0.0001 |
0.0567 |
0.1152 |
DNI |
18.000 |
20.622 |
0.0000 |
0.0000 |
0.0356 |
0.1120 |
FKM |
18.000 |
20.744 |
0.0000 |
0.0000 |
0.0289 |
0.1157 |
IV |
18.000 |
20.333 |
0.0404 |
0.0000 |
0.0244 |
0.0654 |
KNN |
18.000 |
20.744 |
0.0000 |
0.0000 |
0.0289 |
0.1157 |
MC |
18.000 |
20.561 |
0.1554 |
0.0003 |
0.0656 |
0.1148 |
NMEEF-SD |
CMC |
49.400 |
8.012 |
9.2460 |
0.1653 |
0.9348 |
0.8456 |
DNI |
51.600 |
8.060 |
9.1079 |
0.1624 |
0.9295 |
0.8365 |
FKM |
4.900 |
3.008 |
6.9428 |
0.1293 |
0.8809 |
0.8022 |
IV |
46.900 |
8.159 |
9.1071 |
0.1657 |
0.9256 |
0.8532 |
KNN |
49.400 |
8.012 |
9.2460 |
0.1653 |
0.9348 |
0.8456 |
MC |
49.300 |
8.003 |
9.2185 |
0.1648 |
0.9315 |
0.8445 |
|
|
Ecoli |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
10.200 |
4.014 |
3.7529 |
0.0240 |
0.5844 |
0.4440 |
DNI |
8.700 |
5.356 |
3.4510 |
0.0189 |
0.5913 |
0.4572 |
FKM |
10.000 |
4.184 |
4.8674 |
0.0263 |
0.6249 |
0.4488 |
IV |
9.600 |
4.239 |
3.0803 |
0.0183 |
0.6259 |
0.4792 |
KNN |
9.000 |
3.979 |
3.7672 |
0.0212 |
0.5994 |
0.4443 |
MC |
8.900 |
4.109 |
4.2126 |
0.0240 |
0.6262 |
0.4441 |
MESDIF |
CMC |
24.000 |
4.800 |
2.4560 |
0.0145 |
0.4418 |
0.2531 |
DNI |
24.000 |
5.308 |
1.4503 |
0.0105 |
0.3646 |
0.2281 |
FKM |
24.000 |
4.825 |
1.8063 |
0.0137 |
0.4048 |
0.2302 |
IV |
24.000 |
4.767 |
2.4418 |
0.0174 |
0.4714 |
0.2722 |
KNN |
24.000 |
4.683 |
2.2460 |
0.0139 |
0.4629 |
0.2820 |
MC |
24.000 |
4.721 |
2.3963 |
0.0136 |
0.5053 |
0.3018 |
NMEEF-SD |
CMC |
28.500 |
5.861 |
6.0873 |
0.0988 |
0.6750 |
0.5700 |
DNI |
0.400 |
0.400 |
0.3989 |
0.0092 |
0.0929 |
0.0676 |
FKM |
0.600 |
1.300 |
2.7137 |
0.0383 |
0.5536 |
0.3744 |
IV |
10.500 |
4.803 |
3.0701 |
0.0354 |
0.6792 |
0.5948 |
KNN |
4.200 |
3.833 |
3.7273 |
0.0467 |
0.7188 |
0.6059 |
MC |
5.400 |
3.043 |
2.2989 |
0.0268 |
0.5128 |
0.4344 |
|
|
German |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
3.000 |
2.000 |
0.9974 |
0.0095 |
0.9152 |
0.5788 |
DNI |
3.000 |
2.000 |
1.3765 |
0.0081 |
0.9894 |
0.5748 |
FKM |
3.000 |
2.000 |
1.0297 |
0.0092 |
0.9505 |
0.5780 |
IV |
2.900 |
2.000 |
0.2879 |
0.0092 |
0.8045 |
0.5703 |
KNN |
3.000 |
2.000 |
1.0297 |
0.0092 |
0.9505 |
0.5780 |
MC |
3.000 |
2.000 |
0.9974 |
0.0095 |
0.9152 |
0.5788 |
MESDIF |
CMC |
6.000 |
8.900 |
1.2912 |
0.0063 |
0.0948 |
0.3873 |
DNI |
6.000 |
8.233 |
1.0122 |
0.0081 |
0.2011 |
0.4286 |
FKM |
6.000 |
8.800 |
1.4704 |
0.0060 |
0.2086 |
0.3880 |
IV |
6.000 |
9.467 |
0.3415 |
-0.0022 |
0.0800 |
0.3702 |
KNN |
6.000 |
9.000 |
1.3510 |
0.0100 |
0.2980 |
0.4980 |
MC |
6.000 |
8.983 |
1.0888 |
0.0031 |
0.1412 |
0.3856 |
NMEEF-SD |
CMC |
7.600 |
2.491 |
0.9402 |
0.0280 |
0.8657 |
0.7557 |
DNI |
9.700 |
2.766 |
1.2566 |
0.0335 |
0.8194 |
0.7728 |
FKM |
9.800 |
2.752 |
1.0141 |
0.0294 |
0.8125 |
0.7684 |
IV |
6.100 |
2.867 |
1.1427 |
0.0327 |
0.7432 |
0.7374 |
KNN |
9.700 |
2.666 |
1.0238 |
0.0302 |
0.8283 |
0.7652 |
MC |
9.500 |
2.709 |
1.0744 |
0.0311 |
0.8103 |
0.7678 |
|
|
Hepatitis |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
2.100 |
2.000 |
1.4485 |
0.0190 |
0.8850 |
0.5370 |
DNI |
2.000 |
2.400 |
0.9221 |
0.0263 |
0.4538 |
0.3374 |
FKM |
2.100 |
2.000 |
1.4485 |
0.0190 |
0.8850 |
0.5427 |
IV |
2.000 |
2.000 |
0.7689 |
0.0589 |
0.8554 |
0.6137 |
KNN |
2.100 |
2.000 |
1.4485 |
0.0190 |
0.8850 |
0.6400 |
MC |
2.100 |
2.000 |
1.4485 |
0.0190 |
0.8850 |
0.5405 |
MESDIF |
CMC |
6.000 |
11.667 |
0.0000 |
0.0000 |
0.0000 |
0.0000 |
DNI |
6.000 |
9.033 |
0.0000 |
0.0000 |
0.0000 |
0.0000 |
FKM |
6.000 |
11.067 |
0.0737 |
0.0036 |
0.0500 |
0.0921 |
IV |
6.000 |
11.667 |
0.0000 |
0.0000 |
0.0000 |
0.0000 |
KNN |
6.000 |
11.667 |
0.0000 |
0.0000 |
0.0000 |
0.0000 |
MC |
6.000 |
11.667 |
0.0000 |
0.0000 |
0.0000 |
0.0000 |
NMEEF-SD |
CMC |
6.300 |
3.437 |
0.7547 |
0.0710 |
0.8853 |
0.8647 |
DNI |
9.600 |
3.535 |
0.7339 |
0.0666 |
0.8719 |
0.8891 |
FKM |
8.600 |
3.440 |
0.8881 |
0.0755 |
0.8708 |
0.9029 |
IV |
7.700 |
3.556 |
0.3550 |
0.0544 |
0.8522 |
0.9098 |
KNN |
9.400 |
3.621 |
0.7215 |
0.0682 |
0.8712 |
0.8941 |
MC |
10.000 |
3.603 |
0.7488 |
0.0705 |
0.8677 |
0.8967 |
|
|
Horse-colic |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
2.600 |
2.000 |
0.8650 |
-0.0253 |
0.9075 |
0.4891 |
DNI |
5.600 |
5.199 |
3.7470 |
0.0522 |
0.3314 |
0.5676 |
FKM |
2.600 |
2.000 |
0.8637 |
-0.0204 |
0.9933 |
0.4964 |
IV |
2.900 |
10.800 |
0.0000 |
0.0000 |
0.1000 |
0.1000 |
KNN |
2.800 |
2.000 |
0.5941 |
-0.0250 |
0.9915 |
0.5095 |
MC |
2.800 |
2.000 |
0.3319 |
-0.0135 |
0.9915 |
0.5210 |
MESDIF |
CMC |
6.000 |
12.633 |
0.0530 |
0.0004 |
0.0654 |
0.2803 |
DNI |
6.000 |
6.900 |
0.0947 |
0.0002 |
0.0024 |
0.0333 |
FKM |
6.000 |
15.333 |
0.0000 |
0.0000 |
0.0000 |
0.0000 |
IV |
6.000 |
15.333 |
0.0000 |
0.0000 |
0.0000 |
0.0000 |
KNN |
6.000 |
15.333 |
0.0947 |
0.0002 |
0.0024 |
0.0333 |
MC |
6.000 |
15.333 |
0.0000 |
0.0000 |
0.0000 |
0.0000 |
NMEEF-SD |
CMC |
7.500 |
2.263 |
2.4991 |
0.0768 |
0.8245 |
0.7233 |
DNI |
7.200 |
2.462 |
2.0281 |
0.0800 |
0.8779 |
0.7374 |
FKM |
7.000 |
2.294 |
2.1669 |
0.0842 |
0.8693 |
0.7438 |
IV |
43.700 |
4.369 |
0.0000 |
0.0000 |
0.2676 |
0.3103 |
KNN |
7.000 |
2.441 |
1.9165 |
0.0775 |
0.8855 |
0.7303 |
MC |
7.300 |
2.413 |
2.0877 |
0.0808 |
0.8757 |
0.7356 |
|
|
Housevotes |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
5.500 |
2.158 |
15.0601 |
0.1602 |
0.8108 |
0.8943 |
DNI |
5.200 |
2.367 |
14.3975 |
0.1617 |
0.8339 |
0.8852 |
FKM |
6.600 |
2.152 |
13.0327 |
0.1525 |
0.8319 |
0.8443 |
IV |
4.100 |
2.060 |
6.2584 |
0.1390 |
0.8088 |
0.8070 |
KNN |
4.800 |
2.215 |
14.6441 |
0.1641 |
0.8034 |
0.8876 |
MC |
6.600 |
2.152 |
13.0327 |
0.1525 |
0.8319 |
0.8443 |
MESDIF |
CMC |
5.538 |
4.096 |
5.8149 |
0.0629 |
0.2935 |
0.8341 |
DNI |
6.000 |
4.000 |
13.2545 |
0.1304 |
0.6104 |
0.8560 |
FKM |
6.000 |
4.700 |
5.0751 |
0.0568 |
0.2761 |
0.7080 |
IV |
6.000 |
5.633 |
2.6906 |
0.0583 |
0.2873 |
0.5014 |
KNN |
3.000 |
2.367 |
14.6250 |
0.1420 |
0.6980 |
0.9410 |
MC |
6.000 |
5.317 |
4.7467 |
0.0554 |
0.2664 |
0.5908 |
NMEEF-SD |
CMC |
2.900 |
2.000 |
7.4332 |
0.1742 |
0.9622 |
0.8781 |
DNI |
3.200 |
2.083 |
6.8746 |
0.1708 |
0.9586 |
0.8626 |
FKM |
3.800 |
2.000 |
6.0359 |
0.1632 |
0.9593 |
0.8165 |
IV |
2.000 |
2.000 |
5.9075 |
0.2313 |
0.9707 |
0.9709 |
KNN |
2.900 |
2.000 |
7.0369 |
0.1693 |
0.9546 |
0.8690 |
MC |
3.800 |
2.000 |
6.0359 |
0.1632 |
0.9593 |
0.8165 |
|
|
Iris |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
3.000 |
2.667 |
8.5802 |
0.1859 |
1.0000 |
0.8497 |
DNI |
3.000 |
3.000 |
7.6756 |
0.1674 |
1.0000 |
0.8383 |
FKM |
3.000 |
2.667 |
8.5802 |
0.1859 |
1.0000 |
0.8497 |
IV |
3.000 |
2.667 |
8.5802 |
0.1859 |
1.0000 |
0.8497 |
KNN |
3.000 |
2.667 |
8.5802 |
0.1859 |
1.0000 |
0.8497 |
MC |
4.000 |
2.375 |
7.7962 |
0.1667 |
1.0000 |
0.8394 |
MESDIF |
CMC |
9.000 |
3.489 |
5.0949 |
0.1062 |
0.7244 |
0.7092 |
DNI |
9.000 |
3.733 |
4.0314 |
0.0864 |
0.7289 |
0.6580 |
FKM |
9.000 |
3.044 |
3.7129 |
0.0765 |
0.7111 |
0.7458 |
IV |
9.000 |
3.378 |
5.1437 |
0.1072 |
0.6933 |
0.6796 |
KNN |
9.000 |
3.400 |
5.4855 |
0.1141 |
0.7644 |
0.7346 |
MC |
9.000 |
3.144 |
5.6859 |
0.1133 |
0.8022 |
0.6512 |
NMEEF-SD |
CMC |
5.100 |
2.393 |
4.0249 |
0.1947 |
1.0000 |
0.8769 |
DNI |
3.000 |
2.700 |
3.5243 |
0.1763 |
1.0000 |
0.8261 |
FKM |
3.200 |
2.317 |
3.6701 |
0.1826 |
1.0000 |
0.8394 |
IV |
5.600 |
2.393 |
4.0045 |
0.1934 |
1.0000 |
0.8772 |
KNN |
5.000 |
2.400 |
4.1061 |
0.1987 |
1.0000 |
0.8814 |
MC |
3.000 |
2.333 |
3.5919 |
0.1785 |
1.0000 |
0.8349 |
|
|
Magic |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
3.800 |
4.408 |
10.7092 |
0.0625 |
0.8509 |
0.7033 |
DNI |
3.400 |
5.142 |
10.7404 |
0.0493 |
0.8209 |
0.6712 |
FKM |
3.500 |
4.883 |
10.1707 |
0.0479 |
0.8097 |
0.6384 |
IV |
2.800 |
4.050 |
9.1170 |
0.0415 |
0.8729 |
0.5783 |
KNN |
3.400 |
4.730 |
10.4043 |
0.0467 |
0.8057 |
0.6800 |
MC |
3.800 |
5.007 |
9.0269 |
0.0401 |
0.7247 |
0.5718 |
MESDIF |
CMC |
6.000 |
4.833 |
5.4758 |
0.0234 |
0.5131 |
0.6794 |
DNI |
6.000 |
5.433 |
3.2854 |
0.0202 |
0.4570 |
0.4495 |
FKM |
6.000 |
5.367 |
4.8103 |
0.0193 |
0.5228 |
0.6766 |
IV |
6.000 |
4.567 |
6.2084 |
0.0244 |
0.5214 |
0.6875 |
KNN |
6.000 |
4.567 |
4.5463 |
0.0255 |
0.5286 |
0.6749 |
MC |
6.000 |
4.917 |
4.4387 |
0.0213 |
0.5218 |
0.6640 |
NMEEF-SD |
CMC |
5.200 |
5.708 |
4.0429 |
0.0694 |
0.9488 |
0.6794 |
DNI |
6.500 |
5.789 |
5.0454 |
0.0756 |
0.9468 |
0.4495 |
FKM |
5.000 |
5.858 |
3.7143 |
0.0663 |
0.9566 |
0.6766 |
IV |
9.700 |
4.973 |
3.3040 |
0.0640 |
0.9641 |
0.6875 |
KNN |
6.300 |
5.508 |
3.7612 |
0.0675 |
0.9515 |
0.6749 |
MC |
6.500 |
5.854 |
4.9619 |
0.0748 |
0.9425 |
0.6640 |
|
|
Mammographic |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
2.400 |
2.075 |
21.4490 |
0.1448 |
0.9240 |
0.6245 |
DNI |
2.400 |
2.075 |
21.3513 |
0.1462 |
0.9432 |
0.6441 |
FKM |
2.400 |
2.075 |
21.0080 |
0.1443 |
0.9350 |
0.6434 |
IV |
4.100 |
2.328 |
15.1077 |
0.1134 |
0.7425 |
0.6095 |
KNN |
2.400 |
2.050 |
20.9984 |
0.1445 |
0.9291 |
0.6452 |
MC |
2.400 |
2.050 |
21.2307 |
0.1446 |
0.9249 |
0.6176 |
MESDIF |
CMC |
6.000 |
3.533 |
5.0490 |
0.0324 |
0.5610 |
0.6054 |
DNI |
6.000 |
3.500 |
4.2383 |
0.0178 |
0.5073 |
0.5248 |
FKM |
6.000 |
3.667 |
4.6784 |
0.0266 |
0.5304 |
0.5674 |
IV |
6.000 |
3.900 |
5.7465 |
0.0282 |
0.5104 |
0.5019 |
KNN |
6.000 |
3.633 |
7.7572 |
0.0466 |
0.5482 |
0.5829 |
MC |
6.000 |
3.717 |
5.4072 |
0.0359 |
0.5057 |
0.5561 |
NMEEF-SD |
CMC |
1.000 |
2.000 |
7.5999 |
0.1561 |
0.9903 |
0.6410 |
DNI |
1.000 |
2.000 |
7.4907 |
0.1556 |
0.9903 |
0.6405 |
FKM |
1.000 |
2.000 |
7.4907 |
0.1556 |
0.9903 |
0.6407 |
IV |
2.000 |
2.000 |
9.7130 |
0.1631 |
0.9869 |
0.6205 |
KNN |
1.000 |
2.000 |
7.5742 |
0.1556 |
0.9903 |
0.6409 |
MC |
1.000 |
2.000 |
7.4907 |
0.1556 |
0.9903 |
0.6407 |
|
|
Mushroom |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
2.000 |
2.000 |
190.4647 |
0.0829 |
0.4519 |
0.6299 |
DNI |
2.000 |
2.000 |
190.4647 |
0.0829 |
0.4519 |
0.6299 |
FKM |
2.000 |
2.000 |
190.4647 |
0.0829 |
0.4519 |
0.6299 |
IV |
2.000 |
2.000 |
100.1122 |
0.0812 |
0.4706 |
0.6503 |
KNN |
2.000 |
2.000 |
190.4647 |
0.0829 |
0.4519 |
0.6299 |
MC |
2.000 |
2.000 |
190.4647 |
0.0829 |
0.4519 |
0.6299 |
MESDIF |
CMC |
6.000 |
11.033 |
19.3490 |
0.0109 |
0.0502 |
0.4797 |
DNI |
6.000 |
10.900 |
23.7851 |
0.0125 |
0.0536 |
0.4802 |
FKM |
6.000 |
11.033 |
19.3490 |
0.0109 |
0.0502 |
0.4797 |
IV |
6.000 |
11.133 |
13.6119 |
0.0095 |
0.0439 |
0.4750 |
KNN |
6.000 |
11.033 |
19.3490 |
0.0109 |
0.0502 |
0.4797 |
MC |
6.000 |
10.383 |
24.8994 |
0.0152 |
0.0883 |
0.4604 |
NMEEF-SD |
CMC |
23.200 |
4.439 |
72.7943 |
0.1436 |
0.8626 |
0.7641 |
DNI |
22.800 |
4.423 |
72.2422 |
0.1434 |
0.8623 |
0.7636 |
FKM |
23.200 |
4.439 |
72.7943 |
0.1436 |
0.8626 |
0.7641 |
IV |
56.500 |
4.335 |
87.9866 |
0.1417 |
0.8024 |
0.9002 |
KNN |
12.000 |
3.324 |
84.0290 |
0.1543 |
0.8427 |
0.8043 |
MC |
23.200 |
4.439 |
72.7943 |
0.1436 |
0.8626 |
0.7641 |
|
|
NewThyroid |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
4.200 |
2.998 |
3.8311 |
0.0574 |
0.8246 |
0.7252 |
DNI |
3.300 |
4.283 |
3.8592 |
0.0625 |
0.8326 |
0.7774 |
FKM |
3.300 |
3.367 |
4.3243 |
0.0675 |
0.9431 |
0.7919 |
IV |
3.700 |
3.263 |
3.9680 |
0.0613 |
0.8975 |
0.7668 |
KNN |
3.300 |
3.383 |
4.0881 |
0.0638 |
0.8993 |
0.7523 |
MC |
3.100 |
3.667 |
4.2932 |
0.0670 |
0.9472 |
0.7921 |
MESDIF |
CMC |
9.000 |
3.733 |
3.9522 |
0.0651 |
0.8119 |
0.6505 |
DNI |
9.000 |
4.711 |
2.8243 |
0.0457 |
0.6689 |
0.5107 |
FKM |
9.000 |
3.578 |
4.0282 |
0.0686 |
0.7804 |
0.5851 |
IV |
9.000 |
3.800 |
4.3522 |
0.0728 |
0.8370 |
0.6454 |
KNN |
9.000 |
3.622 |
3.5380 |
0.0571 |
0.7752 |
0.6166 |
MC |
9.000 |
3.711 |
3.3776 |
0.0539 |
0.7756 |
0.6590 |
NMEEF-SD |
CMC |
1.900 |
4.450 |
2.4772 |
0.1312 |
1.0000 |
0.6505 |
DNI |
1.700 |
4.650 |
2.9095 |
0.1460 |
1.0000 |
0.5107 |
FKM |
1.800 |
4.600 |
2.7959 |
0.1408 |
1.0000 |
0.5851 |
IV |
4.500 |
3.640 |
2.3170 |
0.1090 |
0.9778 |
0.6454 |
KNN |
1.800 |
4.600 |
2.4334 |
0.1286 |
1.0000 |
0.6166 |
MC |
1.700 |
4.650 |
2.6072 |
0.1346 |
1.0000 |
0.6590 |
|
|
Pima |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
2.900 |
2.733 |
4.3167 |
0.0537 |
0.7379 |
0.7500 |
DNI |
3.200 |
3.617 |
3.6329 |
0.0509 |
0.7636 |
0.7308 |
FKM |
3.100 |
3.000 |
4.3644 |
0.0519 |
0.7139 |
0.7515 |
IV |
2.900 |
2.767 |
4.0030 |
0.0515 |
0.7412 |
0.7442 |
KNN |
2.900 |
2.700 |
4.3167 |
0.0537 |
0.7432 |
0.7500 |
MC |
3.300 |
3.350 |
3.6974 |
0.0512 |
0.7068 |
0.7017 |
MESDIF |
CMC |
6.000 |
3.867 |
0.2143 |
-0.0009 |
0.4419 |
0.4363 |
DNI |
6.000 |
3.700 |
0.5372 |
0.0072 |
0.4238 |
0.4264 |
FKM |
6.000 |
3.200 |
0.2889 |
0.0043 |
0.4872 |
0.4735 |
IV |
6.000 |
3.200 |
0.7774 |
0.0091 |
0.5353 |
0.6248 |
KNN |
6.000 |
3.567 |
0.4006 |
0.0036 |
0.4741 |
0.5170 |
MC |
6.000 |
3.817 |
1.1937 |
0.0089 |
0.5277 |
0.5333 |
NMEEF-SD |
CMC |
10.200 |
3.579 |
1.9659 |
0.0797 |
0.9190 |
0.4363 |
DNI |
10.300 |
3.692 |
1.6317 |
0.0641 |
0.9303 |
0.4264 |
FKM |
9.100 |
3.683 |
1.6647 |
0.0719 |
0.9322 |
0.4735 |
IV |
6.900 |
3.016 |
1.2630 |
0.0636 |
0.9500 |
0.6248 |
KNN |
11.000 |
3.709 |
1.7746 |
0.0746 |
0.9195 |
0.5170 |
MC |
10.100 |
3.785 |
1.7505 |
0.0726 |
0.9164 |
0.5333 |
|
|
Shuttle |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
7.600 |
4.630 |
14.9809 |
0.0204 |
0.5714 |
0.3179 |
DNI |
7.000 |
6.614 |
19.1403 |
0.0349 |
0.5180 |
0.2916 |
FKM |
8.700 |
4.800 |
16.9382 |
0.0288 |
0.5707 |
0.3552 |
IV |
7.000 |
5.000 |
18.6971 |
0.0350 |
0.4571 |
0.2612 |
KNN |
7.500 |
4.811 |
20.9305 |
0.0287 |
0.5537 |
0.2956 |
MC |
8.000 |
5.013 |
14.0008 |
0.0197 |
0.5887 |
0.3547 |
MESDIF |
CMC |
21.000 |
4.390 |
10.5471 |
0.0084 |
0.3439 |
0.2327 |
DNI |
21.000 |
6.162 |
8.5201 |
0.0114 |
0.2283 |
0.1646 |
FKM |
21.000 |
5.029 |
13.1421 |
0.0095 |
0.3680 |
0.2487 |
IV |
21.000 |
4.486 |
11.7870 |
0.0086 |
0.4080 |
0.2830 |
KNN |
21.000 |
4.495 |
9.8125 |
0.0078 |
0.3840 |
0.2856 |
MC |
21.000 |
4.971 |
12.2870 |
0.0089 |
0.4147 |
0.2601 |
NMEEF-SD |
CMC |
31.600 |
4.502 |
30.8969 |
0.1450 |
1.0000 |
0.2327 |
DNI |
30.200 |
5.292 |
30.8602 |
0.1448 |
1.0000 |
0.1646 |
FKM |
29.400 |
4.853 |
23.9175 |
0.1147 |
1.0000 |
0.2487 |
IV |
34.300 |
4.678 |
30.8989 |
0.1450 |
1.0000 |
0.2830 |
KNN |
32.200 |
4.536 |
30.8977 |
0.1450 |
1.0000 |
0.2856 |
MC |
28.200 |
5.136 |
30.8952 |
0.1450 |
1.0000 |
0.2601 |
|
|
Wisconsin |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
6.400 |
3.704 |
18.1534 |
0.1102 |
0.6278 |
0.7072 |
DNI |
6.100 |
3.822 |
15.7576 |
0.1045 |
0.6517 |
0.6477 |
FKM |
5.500 |
3.010 |
18.6279 |
0.1217 |
0.7418 |
0.8125 |
IV |
4.700 |
3.025 |
20.4736 |
0.1377 |
0.8120 |
0.8493 |
KNN |
5.300 |
3.067 |
18.8367 |
0.1196 |
0.7395 |
0.7837 |
MC |
5.900 |
4.164 |
14.4202 |
0.0902 |
0.5309 |
0.6064 |
MESDIF |
CMC |
6.000 |
4.233 |
19.3655 |
0.1181 |
0.7507 |
0.8613 |
DNI |
6.000 |
4.300 |
19.0322 |
0.1165 |
0.7164 |
0.8810 |
FKM |
6.000 |
4.300 |
19.3542 |
0.1145 |
0.7210 |
0.8837 |
IV |
6.000 |
3.800 |
18.8898 |
0.1186 |
0.7668 |
0.8567 |
KNN |
6.000 |
4.300 |
18.8379 |
0.1137 |
0.7099 |
0.8922 |
MC |
6.000 |
4.067 |
20.2631 |
0.1211 |
0.7646 |
0.8696 |
NMEEF-SD |
CMC |
7.100 |
2.736 |
10.4679 |
0.1670 |
0.9429 |
0.9241 |
DNI |
7.100 |
2.736 |
9.8195 |
0.1642 |
0.9399 |
0.9104 |
FKM |
7.100 |
2.736 |
10.5398 |
0.1675 |
0.9427 |
0.9243 |
IV |
7.000 |
2.802 |
10.8540 |
0.1741 |
0.9452 |
0.9297 |
KNN |
7.100 |
2.736 |
10.4591 |
0.1674 |
0.9427 |
0.9234 |
MC |
7.100 |
2.736 |
10.4563 |
0.1669 |
0.9417 |
0.9238 |
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AVERAGE RESULTS |
Algorithm |
MVMethod |
nR |
nV |
SIGN |
UNUS |
SENS |
FCNF |
SDIGA |
CMC |
4.405 |
3.084 |
16.1991 |
0.0508 |
0.7313 |
0.5613 |
DNI |
4.342 |
3.730 |
18.2970 |
0.0564 |
0.6788 |
0.5481 |
FKM |
4.405 |
3.137 |
16.2663 |
0.0522 |
0.7613 |
0.5697 |
IV |
4.237 |
3.560 |
10.6790 |
0.0525 |
0.6825 |
0.5456 |
KNN |
4.163 |
3.117 |
16.5078 |
0.0518 |
0.7601 |
0.5757 |
MC |
4.400 |
3.224 |
15.6825 |
0.0479 |
0.7344 |
0.5527 |
NMEEF |
CMC |
9.134 |
6.717 |
8.8691 |
0.0282 |
0.3605 |
0.4772 |
DNI |
9.158 |
6.364 |
9.5422 |
0.0298 |
0.3642 |
0.4446 |
FKM |
9.158 |
6.837 |
9.0595 |
0.0259 |
0.3605 |
0.4562 |
IV |
9.158 |
6.960 |
8.8758 |
0.0281 |
0.3498 |
0.4393 |
KNN |
9.000 |
6.718 |
9.8137 |
0.0338 |
0.4026 |
0.4901 |
MC |
9.158 |
6.870 |
9.5743 |
0.0285 |
0.3766 |
0.4553 |
NMEEF-SD |
CMC |
10.989 |
3.619 |
13.5341 |
0.1091 |
0.9095 |
0.7160 |
DNI |
9.784 |
3.436 |
13.1109 |
0.1026 |
0.8789 |
0.6626 |
FKM |
7.189 |
3.113 |
12.7183 |
0.1020 |
0.9007 |
0.7008 |
IV |
14.011 |
3.590 |
13.5922 |
0.1039 |
0.8685 |
0.7264 |
KNN |
9.547 |
3.497 |
13.9093 |
0.1060 |
0.9115 |
0.7263 |
MC |
9.821 |
3.540 |
13.2467 |
0.1038 |
0.8995 |
0.7114 |
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