Table 9.
Performance of classification models in different intervals
| Metrics | Intervals | ANN | SVM | SANN | LSTM |
|---|---|---|---|---|---|
| Acc. (%) | I | 57 | 55 | 60 | 54 |
| II | 56 | 62 | 65 | 53 | |
| III | 53 | 56 | 60 | 54 | |
| F1-score | I | 0.72 | 0.67 | 0.71 | 0.63 |
| II | 0.69 | 0.74 | 0.75 | 0.58 | |
| III | 0.61 | 0.53 | 0.60 | 0.66 | |
| AUC | I | 0.51 | 0.51 | 0.56 | 0.52 |
| II | 0.50 | 0.55 | 0.59 | 0.53 | |
| III | 0.53 | 0.56 | 0.60 | 0.54 |