Time Series Forecasting on PEMS03 (MSE, MAE, Imp. MSE)
0.086MSEMinusformer L=336 + CM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Minusformer L=336 + CMBackbone=Minusformer, Input window size (L)=336, Horizon (H)=Average 4Hs, Method variant=with CM2024.10 | 0.086 | 0.188 | 1.1 | |
| Minusformer L=336Backbone=Minusformer, Input window size (L)=336, Horizon (H)=Average 4Hs, Method variant=without CM2024.10 | 0.087 | 0.19 | — | |
| CARD L=720 + CMBackbone=CARD, Input window size (L)=720, Horizon (H)=Average 4Hs, Method variant=with CM2024.10 | 0.112 | 0.216 | 3.4 | |
| Minusformer L=96 + CMBackbone=Minusformer, Input window size (L)=96, Horizon (H)=Average 4Hs, Method variant=with CM2024.10 | 0.114 | 0.223 | 17.4 | |
| CARD L=720Backbone=CARD, Input window size (L)=720, Horizon (H)=Average 4Hs, Method variant=without CM2024.10 | 0.116 | 0.22 | — | |
| iTransformer + CMBackbone=iTransformer, Horizon (H)=Average 4Hs, Method variant=with CM2024.10 | 0.124 | 0.231 | 12.7 | |
| Minusformer L=96Backbone=Minusformer, Input window size (L)=96, Horizon (H)=Average 4Hs, Method variant=without CM2024.10 | 0.138 | 0.245 | — | |
| iTransformerBackbone=iTransformer, Horizon (H)=Average 4Hs, Method variant=without CM2024.10 | 0.142 | 0.248 | — | |
| PRformer + CMBackbone=PRformer, Horizon (H)=Average 4Hs, Method variant=with CM2024.10 | 0.143 | 0.248 | 5.9 | |
| PRformerBackbone=PRformer, Horizon (H)=Average 4Hs, Method variant=without CM2024.10 | 0.152 | 0.254 | — | |
| CARD L=96 + CMBackbone=CARD, Input window size (L)=96, Horizon (H)=Average 4Hs, Method variant=with CM2024.10 | 0.221 | 0.318 | 7.6 | |
| CARD L=96Backbone=CARD, Input window size (L)=96, Horizon (H)=Average 4Hs, Method variant=without CM2024.10 | 0.239 | 0.329 | — |