Research Article
A Hybrid Approach Integrating Multiple ICEEMDANs, WOA, and RVFL Networks for Economic and Financial Time Series Forecasting
Table 10
The mean absolute percent error (MAPE) values with and without WOA optimization.
| Dataset | Horizon | MICEEMDAN-WOA-RVFL | MICEEMDAN-RVFL |
| WTI | 1 | 0.0036 | 0.0037 | 3 | 0.0080 | 0.0082 | 6 | 0.0113 | 0.0118 |
| USD/EUR | 1 | 0.0006 | 0.0006 | 3 | 0.0015 | 0.0015 | 6 | 0.0022 | 0.0023 |
| IP | 1 | 0.0012 | 0.0013 | 3 | 0.0023 | 0.0023 | 6 | 0.0032 | 0.0036 |
| SSEC | 1 | 0.0020 | 0.0020 | 3 | 0.0044 | 0.0044 | 6 | 0.0065 | 0.0066 |
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