Table 2 Results of resource prediction by different models on the DHVCD.
Models | Ours | LSTM | GRU | RNN | Transformers | Autoformer | Informer | Fedformer | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Metric | MSE | MAE | MSE | MAE | MSE | MAE | MSE | MAE | MSE | MAE | MSE | MAE | MSE | MAE | MSE | MAE |
24 | 0.3918 | 0.4038 | 0.6523 | 0.5626 | 0.6542 | 0.5605 | 0.5408 | 0.5102 | 0.4934 | 0.5332 | 0.4737 | 0.5022 | 0.4284 | 0.4292 | 0.4165 | 0.4090 |
48 | 0.4013 | 0.4079 | 0.6670 | 0.5724 | 0.6621 | 0.5674 | 0.5612 | 0.5221 | 0.5003 | 0.5326 | 0.4964 | 0.5102 | 0.4368 | 0.4334 | 0.4273 | 0.4241 |
96 | 0.4383 | 0.4170 | 0.7306 | 0.6060 | 0.6793 | 0.5791 | 0.6578 | 0.5742 | 0.5502 | 0.5739 | 0.5348 | 0.5630 | 0.5109 | 0.5364 | 0.5010 | 0.5219 |
192 | 0.4522 | 0.4249 | 0.7573 | 0.6168 | 0.7258 | 0.6053 | 0.6804 | 0.5879 | 0.6099 | 0.6325 | 0.5769 | 0.6020 | 0.5217 | 0.5425 | 0.5140 | 0.5402 |
384 | 0.4662 | 0.4366 | 0.7902 | 0.6441 | 0.7479 | 0.6192 | 0.7015 | 0.5979 | 0.6119 | 0.6393 | 0.6170 | 0.6331 | 0.5400 | 0.5535 | 0.5363 | 0.5450 |