Table 1.
Classifier | Accuracy, %
|
||||
---|---|---|---|---|---|
MLL | Leukemia | Colon | DLBCL | Prostate | |
Decision Tree | 93.02 | 96.84 | 99.77 | 92.21 | 99.35 |
1-nearest neighbor | 99.65 | 98.74 | 99.91 | 99.67 | 89.95 |
3-nearest neighbor | 99.26 | 97.71 | 99.83 | 99.69 | 89.83 |
5-nearest neighbor | 99.47 | 97.81 | 99.79 | 99.66 | 94.89 |
SVM - Linear | 99.89 | 99.40 | 99.67 | 99.47 | 94.84 |
SVM - Polynomial | 99.37 | 99.01 | 99.93 | 99.45 | 89.90 |
SVM - Radial Basis | 38.89 | 65.28 | 23.18 | 72.69 | 14.62 |
SVM - Sigmoid | 37.12 | 70.6 | 20.41 | 75.33 | 15.54 |
Bagging | 94.44 | 97.22 | 94.44 | 90.91 | 95 |
Random Forest | 98.61 | 98.61 | 97.22 | 93.51 | 95 |