Research Article
A Hybrid Approach Integrating Multiple ICEEMDANs, WOA, and RVFL Networks for Economic and Financial Time Series Forecasting
Table 11
The root mean squared error (RMSE) values with and without WOA optimization.
| Dataset | Horizon | MICEEMDAN-WOA-RVFL | MICEEMDAN-RVFL |
| WTI | 1 | 0.2715 | 0.2824 | 3 | 0.5953 | 0.6079 | 6 | 0.8146 | 0.8485 |
| USD/EUR | 1 | 0.0009 | 0.0010 | 3 | 0.0022 | 0.0022 | 6 | 0.0033 | 0.0034 |
| IP | 1 | 0.2114 | 0.2362 | 3 | 0.3875 | 0.4033 | 6 | 0.5340 | 0.5531 |
| SSEC | 1 | 10.8115 | 10.7616 | 3 | 22.2983 | 22.7456 | 6 | 35.7201 | 36.3150 |
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