| Adult | |||||
| Algorithm | MV-method | SIGN | UNUS | SENS | FCNF |
| SDIGA | CMC | 4.185 | 0.005 | 0.770 | 0.599 |
| IV | 3.550 | 0.004 | 0.771 | 0.595 | |
| KNN | 4.185 | 0.005 | 0.770 | 0.599 | |
| MESDIF | CMC | 83.267 | 0.013 | 0.412 | 0.578 |
| IV | 90.424 | 0.012 | 0.359 | 0.682 | |
| KNN | 90.494 | 0.014 | 0.428 | 0.590 | |
| NMEEF-SD | CMC | 84.217 | 0.046 | 0.871 | 0.835 |
| IV | 75.231 | 0.046 | 0.874 | 0.827 | |
| KNN | 84.217 | 0.046 | 0.871 | 0.835 | |
| Bands | |||||
| Algorithm | MV-method | SIGN | UNUS | SENS | FCNF |
| SDIGA | CMC | 0.781 | 0.014 | 0.462 | 0.420 |
| IV | 0.719 | 0.014 | 0.402 | 0.450 | |
| KNN | 1.102 | 0.020 | 0.727 | 0.469 | |
| MESDIF | CMC | 0.345 | 0.004 | 0.306 | 0.522 |
| IV | 0.222 | 0.004 | 0.181 | 0.356 | |
| KNN | 2.989 | 0.021 | 0.521 | 0.745 | |
| NMEEF-SD | CMC | 1.065 | 0.031 | 0.977 | 0.619 |
| IV | 0.636 | 0.024 | 0.987 | 0.652 | |
| KNN | 0.823 | 0.024 | 0.982 | 0.610 | |
| Breast | |||||
| Algorithm | MV-method | SIGN | UNUS | SENS | FCNF |
| SDIGA | CMC | 0.574 | -0.002 | 0.494 | 0.516 |
| IV | 0.606 | 0.004 | 0.523 | 0.545 | |
| KNN | 0.644 | 0.001 | 0.505 | 0.545 | |
| MESDIF | CMC | 1.167 | 0.024 | 0.288 | 0.575 |
| IV | 0.705 | 0.016 | 0.282 | 0.479 | |
| KNN | 0.675 | 0.019 | 0.281 | 0.505 | |
| NMEEF-SD | CMC | 0.366 | 0.052 | 0.837 | 0.774 |
| IV | 0.445 | 0.057 | 0.833 | 0.788 | |
| KNN | 0.366 | 0.052 | 0.837 | 0.774 | |
| Cleveland | |||||
| Algorithm | MV-method | SIGN | UNUS | SENS | FCNF |
| SDIGA | CMC | 3.049 | 0.033 | 0.392 | 0.220 |
| IV | 3.045 | 0.032 | 0.397 | 0.239 | |
| KNN | 3.031 | 0.033 | 0.392 | 0.220 | |
| MESDIF | CMC | 1.608 | 0.016 | 0.221 | 0.250 |
| IV | 1.419 | 0.015 | 0.205 | 0.218 | |
| KNN | 1.429 | 0.017 | 0.206 | 0.225 | |
| NMEEF-SD | CMC | 3.327 | 0.115 | 0.903 | 0.730 |
| IV | 3.318 | 0.116 | 0.889 | 0.737 | |
| KNN | 3.331 | 0.116 | 0.910 | 0.730 | |
| Crx | |||||
| Algorithm | MV-method | SIGN | UNUS | SENS | FCNF |
| SDIGA | CMC | 0.020 | 0.000 | 0.995 | 0.500 |
| IV | 0.019 | 0.000 | 0.995 | 0.500 | |
| KNN | 0.020 | 0.000 | 0.995 | 0.500 | |
| MESDIF | CMC | 3.417 | 0.031 | 0.472 | 0.617 |
| IV | 3.838 | 0.035 | 0.439 | 0.649 | |
| KNN | 2.831 | 0.026 | 0.489 | 0.594 | |
| NMEEF-SD | CMC | 6.943 | 0.129 | 0.881 | 0.802 |
| IV | 8.698 | 0.158 | 0.854 | 0.852 | |
| KNN | 6.833 | 0.127 | 0.880 | 0.796 | |
| Dermatology | |||||
| Algorithm | MV-method | SIGN | UNUS | SENS | FCNF |
| SDIGA | CMC | 4.563 | 0.010 | 0.690 | 0.158 |
| IV | 4.507 | 0.010 | 0.691 | 0.158 | |
| KNN | 4.563 | 0.010 | 0.701 | 0.158 | |
| MESDIF | CMC | 0.046 | 0.000 | 0.057 | 0.115 |
| IV | 0.040 | 0.000 | 0.024 | 0.065 | |
| KNN | 0.000 | 0.000 | 0.029 | 0.116 | |
| NMEEF-SD | CMC | 9.246 | 0.165 | 0.935 | 0.846 |
| IV | 9.107 | 0.166 | 0.926 | 0.853 | |
| KNN | 9.246 | 0.165 | 0.935 | 0.846 | |
| Hepatitis | |||||
| Algorithm | MV-method | SIGN | UNUS | SENS | FCNF |
| SDIGA | CMC | 1.448 | 0.019 | 0.885 | 0.537 |
| IV | 0.769 | 0.059 | 0.855 | 0.614 | |
| KNN | 1.448 | 0.019 | 0.885 | 0.640 | |
| MESDIF | CMC | 0.000 | 0.000 | 0.000 | 0.000 |
| IV | 0.000 | 0.000 | 0.000 | 0.000 | |
| KNN | 0.000 | 0.000 | 0.000 | 0.000 | |
| NMEEF-SD | CMC | 0.755 | 0.071 | 0.885 | 0.865 |
| IV | 0.355 | 0.054 | 0.852 | 0.910 | |
| KNN | 0.721 | 0.068 | 0.871 | 0.894 | |
| Horse-Colic | |||||
| Algorithm | MV-method | SIGN | UNUS | SENS | FCNF |
| SDIGA | CMC | 0.865 | -0.025 | 0.908 | 0.489 |
| IV | 0.000 | 0.000 | 0.100 | 0.100 | |
| KNN | 0.594 | -0.025 | 0.991 | 0.510 | |
| MESDIF | CMC | 0.053 | 0.000 | 0.065 | 0.280 |
| IV | 0.000 | 0.000 | 0.000 | 0.000 | |
| KNN | 0.095 | 0.000 | 0.002 | 0.033 | |
| NMEEF-SD | CMC | 2.499 | 0.077 | 0.824 | 0.723 |
| IV | 0.000 | 0.000 | 0.268 | 0.310 | |
| KNN | 1.917 | 0.078 | 0.885 | 0.730 | |
| Housevotes | |||||
| Algorithm | MV-method | SIGN | UNUS | SENS | FCNF |
| SDIGA | CMC | 15.060 | 0.160 | 0.811 | 0.894 |
| IV | 6.258 | 0.139 | 0.809 | 0.807 | |
| KNN | 14.644 | 0.164 | 0.803 | 0.888 | |
| MESDIF | CMC | 5.815 | 0.063 | 0.294 | 0.834 |
| IV | 2.691 | 0.058 | 0.287 | 0.501 | |
| KNN | 14.625 | 0.142 | 0.698 | 0.941 | |
| NMEEF-SD | CMC | 7.433 | 0.174 | 0.962 | 0.878 |
| IV | 5.907 | 0.231 | 0.971 | 0.971 | |
| KNN | 7.037 | 0.169 | 0.955 | 0.869 | |
| Mammographic | |||||
| Algorithm | MV-method | SIGN | UNUS | SENS | FCNF |
| SDIGA | CMC | 21.449 | 0.145 | 0.924 | 0.624 |
| IV | 15.108 | 0.113 | 0.742 | 0.610 | |
| KNN | 20.998 | 0.144 | 0.929 | 0.645 | |
| MESDIF | CMC | 5.049 | 0.032 | 0.561 | 0.605 |
| IV | 5.746 | 0.028 | 0.510 | 0.502 | |
| KNN | 7.757 | 0.047 | 0.548 | 0.583 | |
| NMEEF-SD | CMC | 7.600 | 0.156 | 0.990 | 0.641 |
| IV | 9.713 | 0.163 | 0.987 | 0.620 | |
| KNN | 7.574 | 0.156 | 0.990 | 0.641 | |
| Mushroom | |||||
| Algorithm | MV-method | SIGN | UNUS | SENS | FCNF |
| SDIGA | CMC | 190.465 | 0.083 | 0.452 | 0.630 |
| IV | 100.112 | 0.081 | 0.471 | 0.650 | |
| KNN | 190.465 | 0.083 | 0.452 | 0.630 | |
| MESDIF | CMC | 19.349 | 0.011 | 0.050 | 0.480 |
| IV | 13.612 | 0.009 | 0.044 | 0.475 | |
| KNN | 19.349 | 0.011 | 0.050 | 0.480 | |
| NMEEF-SD | CMC | 72.794 | 0.144 | 0.863 | 0.764 |
| IV | 87.987 | 0.142 | 0.802 | 0.900 | |
| KNN | 84.029 | 0.154 | 0.843 | 0.804 | |
| Wisconsin | |||||
| Algorithm | MV-method | SIGN | UNUS | SENS | FCNF |
| SDIGA | CMC | 18.153 | 0.110 | 0.628 | 0.707 |
| IV | 20.474 | 0.138 | 0.812 | 0.849 | |
| KNN | 18.837 | 0.120 | 0.739 | 0.784 | |
| MESDIF | CMC | 19.366 | 0.118 | 0.751 | 0.861 |
| IV | 18.890 | 0.119 | 0.767 | 0.857 | |
| KNN | 18.838 | 0.114 | 0.710 | 0.892 | |
| NMEEF-SD | CMC | 10.468 | 0.167 | 0.943 | 0.924 |
| IV | 10.854 | 0.174 | 0.945 | 0.930 | |
| KNN | 10.459 | 0.167 | 0.943 | 0.923 | |
| AVERAGE RESULTS | |||||
| Algorithm | MV-method | SIGN | UNUS | SENS | FCNF |
| SDIGA | CMC | 21.718 | 0.046 | 0.701 | 0.525 |
| IV | 12.931 | 0.050 | 0.631 | 0.510 | |
| KNN | 21.711 | 0.048 | 0.741 | 0.549 | |
| MESDIF | CMC | 11.623 | 0.026 | 0.290 | 0.477 |
| IV | 11.466 | 0.025 | 0.258 | 0.399 | |
| KNN | 13.257 | 0.034 | 0.330 | 0.475 | |
| NMEEF-SD | CMC | 17.226 | 0.111 | 0.906 | 0.783 |
| IV | 17.688 | 0.111 | 0.849 | 0.779 | |
| KNN | 18.046 | 0.110 | 0.908 | 0.788 | |