Datasets | Train Data % | Test Data % | Over-fitting Diff. % | Pre | Rec | F1-score | NO.F | F-Time (sec) | C-Time (sec) | AUC | Var. | ACC % |
---|---|---|---|---|---|---|---|---|---|---|---|---|
J48 classifier | ||||||||||||
 RNA gene | 99.154 | 97.125 | 2.029 | 0.973 | 0.974 | 0.972 | 4083 | 3.860 | 1.030 | 0.987 | 0.000627 | 97.125 |
 DNA CNV | 64.034 | 63.682 | 0.352 | 0.539 | 0.537 | 0.533 | 41 | 2.950 | 0.009 | 0.815 | 0.000997 | 63.682 |
 Parkinson’s disease | 87.683 | 78.421 | 9.262 | 0.730 | 0.673 | 0.691 | 119 | 0.180 | 0.016 | 0.713 | 0.005994 | 78.421 |
 Dermatology diseases | 74.438 | 73.776 | 0.662 | 0.533 | 0.598 | 0.547 | 9 | 0.150 | 0.0002 | 0.884 | 0.002967 | 73.776 |
 BreastEW | 94.083 | 90.865 | 3.218 | 0.905 | 0.902 | 0.902 | 3 | 0.050 | 0.0002 | 0.950 | 0.000596 | 90.865 |
Naïve base classifier | ||||||||||||
 RNA gene | 99.861 | 98.503 | 1.358 | 0.986 | 0.979 | 0.981 | 4083 | 3.860 | 0.048 | 0.987 | 0.000131 | 98.503 |
 DNA CNV | 64.864 | 64.196 | 0.668 | 0.601 | 0.620 | 0.598 | 41 | 2.950 | 0.001 | 0.884 | 0.001219 | 64.196 |
 Parkinson’s disease | 80.904 | 79.915 | 0.989 | 0.753 | 0.681 | 0.695 | 119 | 0.180 | 0.001 | 0.762 | 0.005410 | 79.915 |
 Dermatology diseases | 62.360 | 61.441 | 0.919 | 0.573 | 0.628 | 0.561 | 9 | 0.150 | 0.0007 | 0.935 | 0.005554 | 61.441 |
 BreastEW | 93.556 | 92.973 | 0.583 | 0.932 | 0.921 | 0.924 | 3 | 0.050 | 0.0008 | 0.979 | 0.000886 | 92.973 |
K-nearest neighbors(KNN) classifier | ||||||||||||
 RNA gene | 99.792 | 99.627 | 0.165 | 0.998 | 0.996 | 0.997 | 4083 | 3.860 | 0.007 | 1.000 | 0.000036 | 99.627 |
 DNA CNV | 78.986 | 72.599 | 6.387 | 0.691 | 0.626 | 0.630 | 41 | 2.950 | 0.00009 | 0.862 | 0.000289 | 72.599 |
 Parkinson’s disease | 89.021 | 80.282 | 8.739 | 0.751 | 0.694 | 0.708 | 119 | 0.180 | 0.0008 | 0.743 | 0.002007 | 80.282 |
 Dermatology diseases | 85.247 | 79.767 | 5.48 | 0.823 | 0.783 | 0.780 | 9 | 0.150 | 0.0004 | 0.943 | 0.006681 | 79.767 |
 BreastEW | 87.503 | 81.172 | 6.331 | 0.815 | 0.793 | 0.797 | 3 | 0.050 | 0.0008 | 0.857 | 0.005639 | 81.172 |