Long-term prediction on NPO-SST
0.2604MSESTDMamba
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| STDMambaPrediction Length=30, Input Length=3602026.04 | 0.2604 | 0.3757 | — | |
| AdaMambaPrediction Length=30, Input Length=3602026.04 | 0.2646 | 0.3225 | — | |
| TimeMachinePrediction Length=30, Input Length=3602026.04 | 0.266 | 0.3231 | — | |
| S_MambaPrediction Length=30, Input Length=3602026.04 | 0.2683 | 0.3255 | — | |
| FreTSPrediction Length=30, Input Length=3602026.04 | 0.2804 | 0.3297 | — | |
| iTransformerPrediction Length=30, Input Length=3602026.04 | 0.283 | 0.3342 | — | |
| AffirmPrediction Length=30, Input Length=3602026.04 | 0.299 | 0.3427 | — | |
| PatchTSTPrediction Length=30, Input Length=3602026.04 | 0.3248 | 0.3632 | — | |
| TimeMachinePrediction Length=60, Input Length=3602026.04 | 0.3527 | 0.3775 | — | |
| AdaMambaPrediction Length=60, Input Length=3602026.04 | 0.3579 | 0.3821 | — | |
| STDMambaPrediction Length=60, Input Length=3602026.04 | 0.3597 | 0.4428 | — | |
| AffirmPrediction Length=60, Input Length=3602026.04 | 0.36 | 0.3796 | — | |
| S_MambaPrediction Length=60, Input Length=3602026.04 | 0.3612 | 0.386 | — | |
| iTransformerPrediction Length=60, Input Length=3602026.04 | 0.3803 | 0.3941 | — | |
| ModernTCNPrediction Length=30, Input Length=3602026.04 | 0.3881 | 0.3992 | — | |
| FreTSPrediction Length=60, Input Length=3602026.04 | 0.3905 | 0.3958 | — | |
| TimeMachinePrediction Length=90, Input Length=3602026.04 | 0.3958 | 0.4045 | — | |
| AffirmPrediction Length=90, Input Length=3602026.04 | 0.4132 | 0.4122 | — | |
| S_MambaPrediction Length=90, Input Length=3602026.04 | 0.4138 | 0.4157 | — | |
| AdaMambaPrediction Length=90, Input Length=3602026.04 | 0.4141 | 0.4155 | — | |
| AdaMambaPrediction Length=Average, Input Length=3602026.04 | 0.4221 | 0.4187 | — | |
| PatchTSTPrediction Length=60, Input Length=3602026.04 | 0.4269 | 0.4185 | — | |
| S_MambaPrediction Length=Average, Input Length=3602026.04 | 0.4293 | 0.4232 | — | |
| iTransformerPrediction Length=90, Input Length=3602026.04 | 0.4304 | 0.4232 | — | |
| AffirmPrediction Length=Average, Input Length=3602026.04 | 0.4318 | 0.4225 | — | |
| STDMambaPrediction Length=90, Input Length=3602026.04 | 0.4345 | 0.4913 | — | |
| ModernTCNPrediction Length=60, Input Length=3602026.04 | 0.4371 | 0.4272 | — | |
| iTransformerPrediction Length=Average, Input Length=3602026.04 | 0.4401 | 0.4274 | — | |
| TimeMachinePrediction Length=Average, Input Length=3602026.04 | 0.4408 | 0.4251 | — | |
| FreTSPrediction Length=90, Input Length=3602026.04 | 0.4603 | 0.4338 | — | |
| STDMambaPrediction Length=Average, Input Length=3602026.04 | 0.4609 | 0.5066 | — | |
| ModernTCNPrediction Length=90, Input Length=3602026.04 | 0.4678 | 0.4443 | — | |
| AffirmPrediction Length=180, Input Length=3602026.04 | 0.4833 | 0.4522 | — | |
| TimeMachinePrediction Length=180, Input Length=3602026.04 | 0.4862 | 0.4538 | — | |
| PatchTSTPrediction Length=Average, Input Length=3602026.04 | 0.4863 | 0.4504 | — | |
| ModernTCNPrediction Length=Average, Input Length=3602026.04 | 0.4865 | 0.4531 | — | |
| PatchTSTPrediction Length=90, Input Length=3602026.04 | 0.4866 | 0.4493 | — | |
| FreTSPrediction Length=Average, Input Length=3602026.04 | 0.4881 | 0.4465 | — | |
| AdaMambaPrediction Length=180, Input Length=3602026.04 | 0.4901 | 0.4572 | — | |
| S_MambaPrediction Length=180, Input Length=3602026.04 | 0.4997 | 0.4637 | — | |
| iTransformerPrediction Length=180, Input Length=3602026.04 | 0.5026 | 0.4618 | — | |
| AdaMambaPrediction Length=270, Input Length=3602026.04 | 0.503 | 0.4681 | — | |
| AdaMambaPrediction Length=360, Input Length=3602026.04 | 0.5102 | 0.4711 | — | |
| S_MambaPrediction Length=270, Input Length=3602026.04 | 0.5129 | 0.4718 | — | |
| AffirmPrediction Length=270, Input Length=3602026.04 | 0.517 | 0.4724 | — | |
| AffirmPrediction Length=360, Input Length=3602026.04 | 0.5185 | 0.4761 | — | |
| S_MambaPrediction Length=360, Input Length=3602026.04 | 0.5199 | 0.4762 | — | |
| iTransformerPrediction Length=270, Input Length=3602026.04 | 0.5211 | 0.4746 | — | |
| iTransformerPrediction Length=360, Input Length=3602026.04 | 0.523 | 0.4766 | — | |
| ModernTCNPrediction Length=180, Input Length=3602026.04 | 0.5234 | 0.4721 | — | |
| STDMambaPrediction Length=180, Input Length=3602026.04 | 0.536 | 0.5547 | — | |
| PatchTSTPrediction Length=180, Input Length=3602026.04 | 0.5503 | 0.4844 | — | |
| ModernTCNPrediction Length=270, Input Length=3602026.04 | 0.5503 | 0.4853 | — | |
| ModernTCNPrediction Length=360, Input Length=3602026.04 | 0.5525 | 0.4907 | — | |
| FreTSPrediction Length=180, Input Length=3602026.04 | 0.5611 | 0.4866 | — | |
| PatchTSTPrediction Length=270, Input Length=3602026.04 | 0.5638 | 0.4928 | — | |
| PatchTSTPrediction Length=360, Input Length=3602026.04 | 0.5654 | 0.4944 | — | |
| TimeMachinePrediction Length=270, Input Length=3602026.04 | 0.5687 | 0.4935 | — | |
| TimeMachinePrediction Length=360, Input Length=3602026.04 | 0.5757 | 0.4985 | — | |
| STDMambaPrediction Length=270, Input Length=3602026.04 | 0.5838 | 0.5841 | — | |
| STDMambaPrediction Length=360, Input Length=3602026.04 | 0.5909 | 0.5908 | — | |
| FreTSPrediction Length=360, Input Length=3602026.04 | 0.6095 | 0.5169 | — | |
| FreTSPrediction Length=270, Input Length=3602026.04 | 0.6265 | 0.5162 | — |