Table 3.
Classifier | Accuracy, %
|
|||||||||
---|---|---|---|---|---|---|---|---|---|---|
MLL
|
Leukemia
|
Colon
|
DLBCL
|
Prostate
|
||||||
PCA | ReliefF | PCA | ReliefF | PCA | ReliefF | PCA | ReliefF | PCA | ReliefF | |
Decision Tree | 84.72 | 87.5 | 72.22 | 84.72 | 41.67 | 94.44 | 87.01 | 89.61 | 45 | 70 |
1-nearest neighbor | 90.28 | 95.83 | 93.06 | 97.22 | 97.22 | 97.22 | 90.91 | 94.81 | 60 | 80 |
3-nearest neighbor | 93.06 | 95.83 | 95.83 | 95.83 | 97.22 | 97.22 | 89.61 | 97.4 | 65 | 80 |
5-nearest neighbor | 93.06 | 95.83 | 94.44 | 97.22 | 97.22 | 97.22 | 88.31 | 97.4 | 75 | 85 |
SVM-Linear | 97.22 | 97.22 | 95.83 | 97.22 | 97.22 | 97.22 | 96.1 | 96.1 | 75 | 80 |
SVM-Polynomial | 80.56 | 91.66 | 80.56 | 97.22 | 94.44 | 97.22 | 89.61 | 98.7 | 70 | 80 |
SVM-Radial Basis | 25.27 | 65.27 | 38.89 | 38.88 | 0 | 0 | 70.32 | 75.32 | 0 | 0 |
SVM-Sigmoid | 86.11 | 65.27 | 67.5 | 38.88 | 83.33 | 0 | 70.52 | 75.32 | 60 | 0 |
Bagging | 94.44 | 93.83 | 83.33 | 93.06 | 86.11 | 94.22 | 89.21 | 89.61 | 80 | 90 |
Random Forest | 84.72 | 97.22 | 72.22 | 95.83 | 75 | 97.22 | 80.52 | 92.21 | 50 | 90 |