Out of sample test: forecasting results by data length (HMM)
| Data length | MAPE | ||||
|---|---|---|---|---|---|
| Forecast horizon (week) | |||||
| 1 | 2 | 3 | 4 | Average (2 and 3 week) | |
| 24-month (730 days) | 17.82 | 36.18 | 6.93 | 10.21 | 21.56 |
| 12-month (365 days) | 14.36 | 11.48 | 10.65 | 10.50 | 11.07 |
| 6-month (182 days) | 12.41 | 11.89 | 11.04 | 14.33 | 11.46 |
| 3-month (84 days) | 9.58 | 12.30 | 8.50 | 19.45 | 10.40 |
| 2-month (56 days) | 10.34 | 19.08 | 14.66 | 10.48 | 16.87 |
| 1-month (28 days) | 16.94 | 13.72 | 22.06 | 13.68 | 17.89 |
| Data length | MAPE | ||||
|---|---|---|---|---|---|
| Forecast horizon (week) | |||||
| 1 | 2 | 3 | 4 | Average (2 and 3 week) | |
| 24-month (730 days) | 17.82 | 36.18 | 6.93 | 10.21 | 21.56 |
| 12-month (365 days) | 14.36 | 11.48 | 10.65 | 10.50 | 11.07 |
| 6-month (182 days) | 12.41 | 11.89 | 11.04 | 14.33 | 11.46 |
| 3-month (84 days) | 9.58 | 19.45 | |||
| 2-month (56 days) | 10.34 | 19.08 | 14.66 | 10.48 | 16.87 |
| 1-month (28 days) | 16.94 | 13.72 | 22.06 | 13.68 | 17.89 |
Source(s): Authors’ own work
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