Research Article
Modeling and Prediction of the Volatility of the Freight Rate in the Roadway Freight Market of China
Table 6
Out-of-sample predictive performance in a static forecast approach.
| Route-specific TRV | Forecast with/without Reestimation at each step | Forecast Models | SST-EGARCH | ARIMA | NN-EGARCH | MAPE | MASE | MAPE | MASE | MAPE | MASE |
| R_CTG | Without reestimation | 0.610 | 2.082 | 0.317 | 1.089 | 0.418 | 1.521 | With reestimation | 0.494 | 1.717 | 0.316 | 1.087 | 0.333 | 1.215 | R_CTK | Without reestimation | 0.943 | 3.121 | 0.289 | 0.985 | 0.659 | 2.312 | With reestimation | 0.644 | 2.192 | 0.289 | 0.985 | 0.270 | 0.981 | R_CTQ | Without reestimation | 0.611 | 2.115 | 0.324 | 1.102 | 0.477 | 1.584 | With reestimation | 0.360 | 1.211 | 0.323 | 1.098 | 0.302 | 1.014 | R_GTC | Without reestimation | 1.003 | 3.215 | 0.304 | 1.032 | 0.525 | 1.785 | With reestimation | 0.953 | 3.165 | 0.291 | 0.987 | 0.290 | 1.032 | R_GTK | Without reestimation | 0.791 | 2.887 | 0.379 | 1.215 | 0.568 | 2.021 | With reestimation | 0.593 | 2.272 | 0.378 | 1.212 | 0.338 | 1.235 | R_GTQ | Without reestimation | 0.629 | 2.215 | 0.355 | 1.265 | 0.590 | 1.898 | With reestimation | 0.405 | 1.473 | 0.350 | 1.241 | 0.363 | 1.201 | R_KTC | Without reestimation | 0.647 | 1.954 | 0.238 | 0.875 | 0.434 | 1.442 | With reestimation | 0.565 | 1.608 | 0.238 | 0.875 | 0.303 | 1.016 | R_KTG | Without reestimation | 0.641 | 2.332 | 0.342 | 1.182 | 0.553 | 2.012 | With reestimation | 0.643 | 2.271 | 0.340 | 1.178 | 0.333 | 1.188 | R_KTQ | Without reestimation | 0.804 | 3.254 | 0.328 | 1.210 | 0.837 | 2.895 | With reestimation | 0.635 | 2.702 | 0.328 | 1.210 | 0.331 | 1.128 | R_QTC | Without reestimation | 0.729 | 2.112 | 0.323 | 1.118 | 0.469 | 1.612 | With reestimation | 0.652 | 1.785 | 0.321 | 1.115 | 0.368 | 1.285 | R_QTG | Without reestimation | 0.705 | 2.546 | 0.361 | 1.231 | 0.597 | 1.854 | With reestimation | 0.588 | 2.252 | 0.345 | 1.175 | 0.357 | 1.199 | R_QTK | Without reestimation | 1.047 | 3.661 | 0.345 | 1.145 | 0.629 | 2.125 | With reestimation | 0.801 | 2.751 | 0.343 | 1.141 | 0.352 | 1.214 |
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Bold values indicate best performances.
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