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 | 96.823 | 94.884 | 1.939 | 0.943 | 0.954 | 0.942 | 700 | 1.027 | 0.174 | 0.985 | 0.000740 | 94.884 |
 DNA CNV | 62.334 | 60.665 | 1.669 | 0.526 | 0.516 | 0.505 | 2800 | 49.795 | 1.549 | 0.827 | 0.001724 | 60.665 |
 Parkinson’s disease | 83.745 | 73.816 | 9.929 | 0.625 | 0.607 | 0.602 | 250 | 0.079 | 0.028 | 0.645 | 0.002418 | 73.816 |
 Dermatology diseases | 81.148 | 80.878 | 0.270 | 0.576 | 0.663 | 0.604 | 18 | 0.016 | 0.003 | 0.925 | 0.000142 | 80.878 |
 BreastEW | 95.723 | 93.493 | 2.230 | 0.942 | 0.925 | 0.929 | 20 | 0.016 | 0.002 | 0.959 | 0.000832 | 93.493 |
Naïve base classifier | ||||||||||||
 RNA gene | 87.072 | 79.403 | 7.669 | 0.794 | 0.806 | 0.794 | 700 | 1.027 | 0.005 | 0.954 | 0.002116 | 79.403 |
 DNA CNV | 29.336 | 27.641 | 1.695 | 0.255 | 0.352 | 0.233 | 2800 | 49.795 | 0.077 | 0.680 | 0.000319 | 27.641 |
 Parkinson’s disease | 74.471 | 73.821 | 0.65 | 0.604 | 0.558 | 0.545 | 250 | 0.079 | 0.009 | 0.698 | 0.002826 | 73.821 |
 Dermatology diseases | 98.361 | 96.179 | 2.182 | 0.961 | 0.952 | 0.953 | 18 | 0.016 | 0.0001 | 0.997 | 0.001025 | 96.179 |
 BreastEW | 90.041 | 89.803 | 0.238 | 0.896 | 0.886 | 0.889 | 20 | 0.016 | 3.057 | 0.962 | 0.001707 | 89.803 |
K-nearest neighbors(KNN) classifier | ||||||||||||
 RNA gene | 99.750 | 99.740 | 0.010 | 0.999 | 0.997 | 0.998 | 700 | 1.027 | 0.002 | 0.999 | 0.000059 | 99.740 |
 DNA CNV | 81.200 | 74.348 | 6.852 | 0.663 | 0.639 | 0.634 | 2800 | 49.795 | 0.010 | 0.867 | 0.000273 | 74.348 |
 Parkinson’s disease | 81.158 | 72.612 | 8.546 | 0.612 | 0.571 | 0.575 | 250 | 0.079 | 0.001 | 0.627 | 0.002308 | 72.612 |
 Dermatology diseases | 92.380 | 87.162 | 5.218 | 0.862 | 0.860 | 0.844 | 18 | 0.050 | 0.00002 | 0.969 | 0.001984 | 87.162 |
 BreastEW | 94.728 | 92.976 | 1.752 | 0.930 | 0.921 | 0.924 | 20 | 0.030 | 0.0003 | 0.961 | 0.000953 | 92.976 |