Table 3.
TP | TN | FP | FN | Ac | Pr | Re | F | CK | AUC | |
---|---|---|---|---|---|---|---|---|---|---|
LSTM-DA | 351 | 318 | 60 | 51 | 0.858 | 0.854 | 0.873 | 0.863 | 0.715 | 0.857 |
LSTM-W | 346 | 297 | 103 | 34 | 0.824 | 0.771 | 0.911 | 0.835 | 0.650 | 0.827 |
LSTM | 309 | 302 | 98 | 71 | 0.783 | 0.759 | 0.813 | 0.785 | 0.567 | 0.784 |
CNN-W | 356 | 274 | 126 | 24 | 0.808 | 0.739 | 0.937 | 0.826 | 0.618 | 0.811 |
CNN | 338 | 277 | 123 | 42 | 0.788 | 0.733 | 0.889 | 0.804 | 0.579 | 0.791 |
DNN | 316 | 298 | 102 | 64 | 0.787 | 0.756 | 0.832 | 0.792 | 0.575 | 0.788 |
XGB | 310 | 310 | 90 | 70 | 0.795 | 0.775 | 0.816 | 0.795 | 0.590 | 0.795 |
RF | 309 | 316 | 84 | 71 | 0.801 | 0.786 | 0.813 | 0.799 | 0.603 | 0.802 |
SVM-L | 281 | 307 | 93 | 99 | 0.754 | 0.751 | 0.739 | 0.745 | 0.507 | 0.753 |
SVM-N | 298 | 324 | 76 | 82 | 0.797 | 0.797 | 0.784 | 0.790 | 0.594 | 0.797 |
kNN | 204 | 321 | 79 | 176 | 0.673 | 0.721 | 0.537 | 0.615 | 0.342 | 0.670 |
MNB | 324 | 271 | 129 | 56 | 0.763 | 0.715 | 0.853 | 0.778 | 0.528 | 0.765 |
RC | 273 | 322 | 78 | 107 | 0.763 | 0.778 | 0.718 | 0.747 | 0.524 | 0.762 |