Research Article
A Novel Methodology for Credit Spread Prediction: Depth-Gated Recurrent Neural Network with Self-Attention Mechanism
Table 8
Prediction performance of DGRNN models (sample = [2015, 2018]).
| | SAM-DJANET | DJANET | SAM-DGRU | DGRU | SAM-DLSTM | DLSTM |
| MAE | 2.949 | 5.942 | 3.645 | 7.814 | 6.879 | 9.329 | DM | 2.819 | 3.108 | 2.066 | MAPE | 0.024 | 0.057 | 0.030 | 0.070 | 0.061 | 0.079 | DM | 3.326 | 2.934 | 1.947 | RSR | 0.307 | 0.451 | 0.378 | 0.632 | 0.468 | 0.706 | SDAPE | 0.022 | 0.031 | 0.026 | 0.046 | 0.033 | 0.051 |
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