Table 5.
Performance of regression models in different intervals for predicting the daily closing price
| Metrics | Intervals | ANN | SVM | SANN | LSTM |
|---|---|---|---|---|---|
| MAE | I | 4.45 | 1.72 | 1.24 | 2.20 |
| II | 4.61 | 5.23 | 4.13 | 6.55 | |
| III | 39.50 | 47.04 | 40.58 | 62.90 | |
| RMSE | I | 6.13 | 2.37 | 1.58 | 3.01 |
| II | 8.22 | 9.68 | 6.48 | 10.55 | |
| III | 74.10 | 122.34 | 87.62 | 135.76 | |
| MAPE | I | 1.88 | 0.73 | 0.52 | 0.93 |
| II | 1.27 | 1.23 | 0.93 | 1.98 | |
| III | 3.78 | 1.44 | 2.73 | 3.61 |