| 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 | |
| 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 | |