Table 3. The metric in mean (standard deviation) of 10 iterations on 15-fold cross-validation test for the proposed classification model using Random Forest.
Dataset | # of class | Sensitivity | Specificity | f1-Score | Accuracy | AUC |
---|---|---|---|---|---|---|
D1 | 2 | 94.67(4.22) | 100.00(0.00) | 97.22(2.23) | 97.33(2.11) | 0.99(0.00) |
D2 | 2 | 96.67(1.57) | 100.00(0.00) | 98.30(0.81) | 97.78(1.05) | 0.99(0.00) |
3 | 96.89(2.15) | 0.99(0.00) | ||||
D3 | 2 | 99.14(0.32) | 85.00(0.00) | 98.65(0.16) | 97.58(0.28) | 0.99(0.00) |
D4 | 2 | 98.64(0.40) | 88.86(2.11) | 98.23(0.33) | 97.03(0.55) | 0.99(0.00) |
D5 | 2 | 98.28(0.25) | 88.57(1.35) | 98.10(0.18) | 96.78(0.30) | 0.99(0.00) |
3 | 94.63(0.54) | 0.99(0.00) | ||||
D6 | 2 | 98.42(0.45) | 97.29(0.88) | 98.75(0.33) | 98.14(0.50) | 0.99(0.00) |
D7 | 2 | 97.60(0.44) | 96.10(0.82) | 98.19(0.32) | 97.25(0.48) | 0.99(0.00) |
3 | 95.58(0.44) | 0.99(0.00) |