Table 3.
Experiment results on influenza datasets.
| Datasets | Method | Accuracy | Precision | Recall | F-score | MCC |
|---|---|---|---|---|---|---|
| H1N1 |
LR | 0.823 | 0.685 | 0.418 | 0.519 | 0.438 |
| RF | 0.904 | 0.805 | 0.764 | 0.784 | 0.723 | |
| RNN | 0.897 | 0.773 | 0.774 | 0.774 | 0.707 | |
| LSTM | 0.902 | 0.799 | 0.761 | 0.780 | 0.717 | |
| Tempel | 0.902 | 0.798 | 0.763 | 0.780 | 0.717 | |
|
TEMPO |
0.905 |
0.803 |
0.774 |
0.788 |
0.727 |
|
| H3N2 |
LR | 0.938 | 0.47 | 0.043 | 0.079 | 0.128 |
| RF | 0.962 | 0.812 | 0.504 | 0.622 | 0.623 | |
| RNN | 0.953 | 0.709 | 0.408 | 0.518 | 0.516 | |
| LSTM | 0.961 | 0.782 | 0.515 | 0.621 | 0.616 | |
| Tempel | 0.961 | 0.780 | 0.521 | 0.625 | 0.619 | |
|
TEMPO |
0.963 |
0.826 |
0.510 |
0.631 |
0.633 |
|
| H5N1 | LR | 0.987 | 0.872 | 0.210 | 0.338 | 0.424 |
| RF | 0.989 | 0.826 | 0.426 | 0.562 | 0.589 | |
| RNN | 0.986 | 0.971 | 0.105 | 0.189 | 0.317 | |
| LSTM | 0.990 | 0.870 | 0.414 | 0.561 | 0.596 | |
| Tempel | 0.990 | 0.895 | 0.395 | 0.548 | 0.591 | |
| TEMPO | 0.990 | 0.863 | 0.429 | 0.573 | 0.605 |