Time Series Forecasting on Hydro
0.106MSETimesNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TimesNetH=96, Variant=+Ours2026.02 | 0.106 | 0.11 | |
| RMSMH=962026.02 | 0.112 | 0.107 | |
| RMMH=962026.02 | 0.114 | 0.109 | |
| DLinearH=96, Variant=+Ours2026.02 | 0.114 | 0.11 | |
| TimesNetH=96, Variant=Original2026.02 | 0.115 | 0.117 | |
| iTransformerH=96, Variant=+Ours2026.02 | 0.117 | 0.113 | |
| PatchTSTH=96, Variant=+Ours2026.02 | 0.117 | 0.113 | |
| PatchTSTH=96, Variant=Original2026.02 | 0.122 | 0.133 | |
| DLinearH=96, Variant=Original2026.02 | 0.122 | 0.146 | |
| iTransformerH=96, Variant=Original2026.02 | 0.126 | 0.136 | |
| RMSMH=1922026.02 | 0.237 | 0.179 | |
| PatchTSTH=192, Variant=Original2026.02 | 0.239 | 0.199 | |
| RMMH=1922026.02 | 0.246 | 0.188 | |
| DLinearH=192, Variant=+Ours2026.02 | 0.246 | 0.188 | |
| iTransformerH=192, Variant=+Ours2026.02 | 0.248 | 0.192 | |
| PatchTSTH=192, Variant=+Ours2026.02 | 0.248 | 0.191 | |
| TimesNetH=192, Variant=+Ours2026.02 | 0.25 | 0.195 | |
| TimesNetH=192, Variant=Original2026.02 | 0.251 | 0.225 | |
| iTransformerH=192, Variant=Original2026.02 | 0.253 | 0.213 | |
| DLinearH=192, Variant=Original2026.02 | 0.254 | 0.208 | |
| DLinearH=720, Variant=Original2026.02 | 0.269 | 0.366 | |
| DLinearH=720, Variant=+Ours2026.02 | 0.334 | 0.405 | |
| PatchTSTH=336, Variant=Original2026.02 | 0.352 | 0.273 | |
| RMSMH=3362026.02 | 0.356 | 0.245 | |
| TimesNetH=336, Variant=Original2026.02 | 0.36 | 0.273 | |
| DLinearH=336, Variant=Original2026.02 | 0.372 | 0.277 | |
| RMMH=3362026.02 | 0.373 | 0.261 | |
| TimesNetH=336, Variant=+Ours2026.02 | 0.373 | 0.264 | |
| DLinearH=336, Variant=+Ours2026.02 | 0.373 | 0.262 | |
| iTransformerH=336, Variant=Original2026.02 | 0.376 | 0.279 | |
| iTransformerH=336, Variant=+Ours2026.02 | 0.376 | 0.265 | |
| PatchTSTH=336, Variant=+Ours2026.02 | 0.376 | 0.264 | |
| PatchTSTH=720, Variant=Original2026.02 | 0.478 | 0.329 | |
| RMSMH=7202026.02 | 0.485 | 0.318 | |
| iTransformerH=720, Variant=Original2026.02 | 0.501 | 0.338 | |
| RMMH=7202026.02 | 0.519 | 0.345 | |
| TimesNetH=720, Variant=+Ours2026.02 | 0.52 | 0.347 | |
| PatchTSTH=720, Variant=+Ours2026.02 | 0.523 | 0.348 | |
| iTransformerH=720, Variant=+Ours2026.02 | 0.525 | 0.349 | |
| TimesNetH=720, Variant=Original2026.02 | 0.53 | 0.367 |