Partitioning of DL and ARIMAX models
| Model | Applied DRTs | No of train records | No of validation records | No of test records |
|---|---|---|---|---|
| ARIMAX (1,1,1) | None | 137 (70%) Jan. 2009–May 2020 | 21 (10%) Jun. 2020–Feb. 2022 | 43 (20%) Mar. 2022–Sep. 2025 |
| Hold out (24 features) | None | 137 (70%) Jan. 2009–May 2020 | 21 (10%) Jun. 2020–Feb. 2022 | 43 (20%) Mar. 2022–Sep. 2025 |
| Hold out (6 features) | MSE filter | 137 (70%) Jan. 2009–May 2020 | 21 (10%) Jun. 2020–Feb. 2022 | 43 (20%) Mar. 2022–Sep. 2025 |
| Hold out (3 features) | MES filter PCA | 137 (70%) Jan. 2009–May 2020 | 21 (10%) Jun. 2020–Feb. 2022 | 43 (20%) Mar. 2022–Sep. 2025 |
| Model | Applied | No of train records | No of validation records | No of test records |
|---|---|---|---|---|
| ARIMAX (1,1,1) | None | 137 (70%) | 21 (10%) | 43 (20%) |
| Hold out (24 features) | None | 137 (70%) | 21 (10%) | 43 (20%) |
| Hold out (6 features) | MSE filter | 137 (70%) | 21 (10%) | 43 (20%) |
| Hold out (3 features) | MES filter | 137 (70%) | 21 (10%) | 43 (20%) |
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