Table 4 Percentage difference in sensitivity and specificity with the calculated p values of each model’s balanced accuracy against the LSVM in the 10-fold CV
Models | Difference between Sen. and Spec. in the 10-fold CV (%) | Difference between Sen. and Spec. on testing set (%) | p value |
|---|---|---|---|
LSVM | 31.91 | 1.09 | 1.0000 |
LDA | 22.11 | 20.00 | 0.2084 |
GBC | 31.58 | 16.87 | 0.6764 |
KNN | 49.45 | 93.62 | 0.0122 |
NBC | 19.57 | 25.97 | 0.4922 |
DTC | 34.78 | 57.89 | 0.2388 |
MLPC | 21.05 | 6.74 | 0.1193 |
PC | 58.82 | 100.00 | 0.0037 |
LR | 21.65 | 13.40 | 0.0799 |