Table 5 Ablation study on Dual Branch Extractor Block.
Models | Ours | w/o Global | w/o Local | ||||
|---|---|---|---|---|---|---|---|
Metric | MSE | MAE | MSE | MAE | MSE | MAE | |
ETTh1 | 96 | 0.360 | 0.383 | 0.360 | 0.385 | 0.364 | 0.386 |
192 | 0.398 | 0.407 | 0.400 | 0.410 | 0.401 | 0.410 | |
336 | 0.418 | 0.423 | 0.424 | 0.428 | 0.422 | 0.426 | |
720 | 0.420 | 0.449 | 0.427 | 0.454 | 0.420 | 0.449 | |
ETTh2 | 96 | 0.262 | 0.328 | 0.263 | 0.330 | 0.264 | 0.330 |
192 | 0.326 | 0.371 | 0.326 | 0.371 | 0.330 | 0.372 | |
336 | 0.351 | 0.391 | 0.353 | 0.396 | 0.355 | 0.396 | |
720 | 0.377 | 0.421 | 0.379 | 0.423 | 0.381 | 0.425 | |
ETTm1 | 96 | 0.285 | 0.330 | 0.287 | 0.332 | 0.289 | 0.332 |
192 | 0.327 | 0.355 | 0.327 | 0.356 | 0.328 | 0.356 | |
336 | 0.353 | 0.375 | 0.352 | 0.374 | 0.359 | 0.377 | |
720 | 0.401 | 0.404 | 0.402 | 0.404 | 0.404 | 0.405 | |
ETTm2 | 96 | 0.159 | 0.246 | 0.159 | 0.247 | 0.160 | 0.248 |
192 | 0.214 | 0.285 | 0.215 | 0.285 | 0.216 | 0.287 | |
336 | 0.266 | 0.320 | 0.268 | 0.321 | 0.268 | 0.322 | |
720 | 0.344 | 0.372 | 0.348 | 0.373 | 0.347 | 0.374 | |
