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 |
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