Univariate Forecasting on Exchange
0.094MSEDlinear
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DlinearInput length (I)=96, Output length (O)=962023.10 | 0.094 | 0.236 | |
| FiLMInput length (I)=96, Output length (O)=962023.10 | 0.103 | 0.249 | |
| BasisFormerInput length (I)=96, Output length (O)=962023.10 | 0.108 | 0.242 | |
| ARIMAPrediction Length (O)=96, Input Length (I)=962021.06 | 0.112 | 0.245 | |
| FedformerInput length (I)=96, Output length (O)=962023.10 | 0.154 | 0.304 | |
| N-BEATSPrediction Length (O)=96, Input Length (I)=962021.06 | 0.156 | 0.299 | |
| DlinearInput length (I)=96, Output length (O)=1922023.10 | 0.185 | 0.342 | |
| BasisFormerInput length (I)=96, Output length (O)=1922023.10 | 0.229 | 0.364 | |
| FiLMInput length (I)=96, Output length (O)=1922023.10 | 0.238 | 0.386 | |
| AutoformerPrediction Length (O)=96, Input Length (I)=962021.06 | 0.241 | 0.387 | |
| AutoformerInput length (I)=96, Output length (O)=962023.10 | 0.241 | 0.387 | |
| AutoformerPrediction Length (O)=192, Input Length (I)=962021.06 | 0.273 | 0.403 | |
| LogTransPrediction Length (O)=96, Input Length (I)=962021.06 | 0.279 | 0.441 | |
| FedformerInput length (I)=96, Output length (O)=1922023.10 | 0.286 | 0.42 | |
| AutoformerInput length (I)=96, Output length (O)=1922023.10 | 0.3 | 0.369 | |
| ARIMAPrediction Length (O)=192, Input Length (I)=962021.06 | 0.304 | 0.404 | |
| DlinearInput length (I)=96, Output length (O)=3362023.10 | 0.34 | 0.458 | |
| PeriodformerInput Length=144, Prediction Length=Avg2024.02 | 0.353 | 0.434 | |
| PeriodformerInput length=14402024.02 | 0.353 | 0.434 | |
| FiLMInput length (I)=96, Output length (O)=3362023.10 | 0.355 | 0.489 | |
| DeepARPrediction Length (O)=96, Input Length (I)=962021.06 | 0.417 | 0.515 | |
| MinusformerInput Length=96, Prediction Length=Avg2024.02 | 0.429 | 0.453 | |
| MinusformerInput length=962024.02 | 0.429 | 0.453 | |
| BasisFormerInput length (I)=96, Output length (O)=3362023.10 | 0.436 | 0.499 | |
| FEDformerInput Length=96, Prediction Length=Avg2024.02 | 0.499 | 0.512 | |
| FEDformerInput length=962024.02 | 0.499 | 0.512 | |
| AutoformerPrediction Length (O)=336, Input Length (I)=962021.06 | 0.508 | 0.539 | |
| AutoformerInput length (I)=96, Output length (O)=3362023.10 | 0.509 | 0.524 | |
| FedformerInput length (I)=96, Output length (O)=3362023.10 | 0.511 | 0.555 | |
| AutoformerInput Length=96, Prediction Length=Avg2024.02 | 0.578 | 0.537 | |
| AutoformerInput length=962024.02 | 0.578 | 0.537 | |
| FiLMInput length (I)=96, Output length (O)=7202023.10 | 0.589 | 0.61 | |
| InformerPrediction Length (O)=96, Input Length (I)=962021.06 | 0.591 | 0.615 | |
| N-BEATSPrediction Length (O)=336, Input Length (I)=962021.06 | 0.611 | 0.605 | |
| DlinearInput length (I)=96, Output length (O)=7202023.10 | 0.618 | 0.624 | |
| N-BEATSPrediction Length (O)=192, Input Length (I)=962021.06 | 0.669 | 0.665 | |
| ARIMAPrediction Length (O)=336, Input Length (I)=962021.06 | 0.736 | 0.598 | |
| DeepARPrediction Length (O)=192, Input Length (I)=962021.06 | 0.813 | 0.735 | |
| ProphetPrediction Length (O)=96, Input Length (I)=962021.06 | 0.828 | 0.762 | |
| ProphetPrediction Length (O)=192, Input Length (I)=962021.06 | 0.909 | 0.974 | |
| AutoformerPrediction Length (O)=720, Input Length (I)=962021.06 | 0.991 | 0.768 | |
| ReformerInput Length=96, Prediction Length=Avg2024.02 | 1.028 | 0.812 | |
| ReformerInput length=962024.02 | 1.028 | 0.812 | |
| N-BEATSPrediction Length (O)=720, Input Length (I)=962021.06 | 1.111 | 0.86 | |
| BasisFormerInput length (I)=96, Output length (O)=7202023.10 | 1.13 | 0.815 | |
| InformerPrediction Length (O)=192, Input Length (I)=962021.06 | 1.183 | 0.912 | |
| ReformerPrediction Length (O)=192, Input Length (I)=962021.06 | 1.258 | 0.924 | |
| InformerInput length (I)=96, Output length (O)=1922023.10 | 1.258 | 0.924 | |
| AutoformerInput length (I)=96, Output length (O)=7202023.10 | 1.26 | 0.867 | |
| ReformerPrediction Length (O)=720, Input Length (I)=962021.06 | 1.28 | 0.953 | |
| InformerInput length (I)=96, Output length (O)=7202023.10 | 1.28 | 0.953 | |
| FedformerInput length (I)=96, Output length (O)=7202023.10 | 1.301 | 0.879 | |
| ProphetPrediction Length (O)=336, Input Length (I)=962021.06 | 1.304 | 0.988 | |
| ReformerPrediction Length (O)=96, Input Length (I)=962021.06 | 1.327 | 0.944 | |
| InformerInput length (I)=96, Output length (O)=962023.10 | 1.327 | 0.944 | |
| DeepARPrediction Length (O)=336, Input Length (I)=962021.06 | 1.331 | 0.962 | |
| LogTransInput Length=96, Prediction Length=Avg2024.02 | 1.35 | 0.81 | |
| LogTransInput length=962024.02 | 1.35 | 0.81 | |
| InformerPrediction Length (O)=336, Input Length (I)=962021.06 | 1.367 | 0.984 | |
| InformerInput Length=96, Prediction Length=Avg2024.02 | 1.511 | 1.029 | |
| InformerInput length=962024.02 | 1.511 | 1.029 | |
| ARIMAPrediction Length (O)=720, Input Length (I)=962021.06 | 1.871 | 0.935 | |
| InformerPrediction Length (O)=720, Input Length (I)=962021.06 | 1.872 | 1.072 | |
| DeepARPrediction Length (O)=720, Input Length (I)=962021.06 | 1.894 | 1.181 | |
| LogTransPrediction Length (O)=192, Input Length (I)=962021.06 | 1.95 | 1.048 | |
| LogTransPrediction Length (O)=720, Input Length (I)=962021.06 | 2.01 | 1.247 | |
| ReformerPrediction Length (O)=336, Input Length (I)=962021.06 | 2.179 | 1.296 | |
| InformerInput length (I)=96, Output length (O)=3362023.10 | 2.179 | 1.296 | |
| LogTransPrediction Length (O)=336, Input Length (I)=962021.06 | 2.438 | 1.262 | |
| ProphetPrediction Length (O)=720, Input Length (I)=962021.06 | 3.238 | 1.566 |