Univariate Time Series Forecasting on Traffic
0.132MSEMinusformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MinusformerInput Length=96, Prediction Length=Avg2024.02 | 0.132 | 0.212 | |
| MinusformerInput length=962024.02 | 0.132 | 0.212 | |
| PeriodformerInput Length=144, Prediction Length=Avg2024.02 | 0.15 | 0.233 | |
| PeriodformerInput length=14402024.02 | 0.15 | 0.233 | |
| BasisFormerInput length (I)=96, Output length (O)=3362023.10 | 0.162 | 0.254 | |
| BasisFormerInput length (I)=96, Output length (O)=1922023.10 | 0.169 | 0.259 | |
| BasisFormerInput length (I)=96, Output length (O)=962023.10 | 0.175 | 0.265 | |
| FEDformerInput Length=96, Prediction Length=Avg2024.02 | 0.177 | 0.27 | |
| FEDformerInput length=962024.02 | 0.177 | 0.27 | |
| BasisFormerInput length (I)=96, Output length (O)=7202023.10 | 0.183 | 0.272 | |
| FiLMInput length (I)=96, Output length (O)=3362023.10 | 0.203 | 0.284 | |
| FedformerInput length (I)=96, Output length (O)=1922023.10 | 0.205 | 0.312 | |
| FedformerInput length (I)=96, Output length (O)=962023.10 | 0.207 | 0.312 | |
| FiLMInput length (I)=96, Output length (O)=1922023.10 | 0.208 | 0.284 | |
| FedformerInput length (I)=96, Output length (O)=3362023.10 | 0.219 | 0.323 | |
| FiLMInput length (I)=96, Output length (O)=7202023.10 | 0.231 | 0.316 | |
| DlinearInput length (I)=96, Output length (O)=3362023.10 | 0.242 | 0.33 | |
| FedformerInput length (I)=96, Output length (O)=7202023.10 | 0.244 | 0.344 | |
| AutoformerInput length (I)=96, Output length (O)=962023.10 | 0.246 | 0.346 | |
| FiLMInput length (I)=96, Output length (O)=962023.10 | 0.246 | 0.32 | |
| DlinearInput length (I)=96, Output length (O)=1922023.10 | 0.256 | 0.345 | |
| InformerInput length (I)=96, Output length (O)=962023.10 | 0.257 | 0.353 | |
| AutoformerInput Length=96, Prediction Length=Avg2024.02 | 0.261 | 0.365 | |
| AutoformerInput length=962024.02 | 0.261 | 0.365 | |
| AutoformerInput length (I)=96, Output length (O)=3362023.10 | 0.263 | 0.371 | |
| AutoformerInput length (I)=96, Output length (O)=1922023.10 | 0.266 | 0.37 | |
| AutoformerInput length (I)=96, Output length (O)=7202023.10 | 0.269 | 0.372 | |
| DlinearInput length (I)=96, Output length (O)=7202023.10 | 0.288 | 0.368 | |
| TimeFlowH (History length)=512, F_train (Training forecasting length)=96, F_test (Testing forecasting length)=962025.06 | 0.289 | 0.281 | |
| InformerInput length (I)=96, Output length (O)=1922023.10 | 0.299 | 0.376 | |
| DlinearInput length (I)=96, Output length (O)=962023.10 | 0.303 | 0.398 | |
| InformerInput Length=96, Prediction Length=Avg2024.02 | 0.309 | 0.388 | |
| InformerInput length=962024.02 | 0.309 | 0.388 | |
| InformerInput length (I)=96, Output length (O)=3362023.10 | 0.312 | 0.387 | |
| TimeFlowH (History length)=512, F_train (Training forecasting length)=192, F_test (Testing forecasting length)=1922025.06 | 0.324 | 0.298 | |
| LogTransInput Length=96, Prediction Length=Avg2024.02 | 0.341 | 0.417 | |
| LogTransInput length=962024.02 | 0.341 | 0.417 | |
| InformerInput length (I)=96, Output length (O)=7202023.10 | 0.366 | 0.436 | |
| TV-INRsH (History length)=512, F_train (Training forecasting length)=∼ F, F_test (Testing forecasting length)=3362025.06 | 0.373 | 0.292 | |
| ReformerInput Length=96, Prediction Length=Avg2024.02 | 0.375 | 0.434 | |
| ReformerInput length=962024.02 | 0.375 | 0.434 | |
| TV-INRsH (History length)=512, F_train (Training forecasting length)=∼ F, F_test (Testing forecasting length)=1922025.06 | 0.377 | 0.294 | |
| DeepTimeH (History length)=512, F_train (Training forecasting length)=192, F_test (Testing forecasting length)=1922025.06 | 0.382 | 0.372 | |
| TV-INRsH (History length)=512, F_train (Training forecasting length)=∼ F, F_test (Testing forecasting length)=962025.06 | 0.383 | 0.305 | |
| CF-JEPAAvg (MSE)=0.36, Avg (MAE)=0.38, Rank (MSE)=3.17, Rank (MAE)=3.19, Rank (w/o CoST) (MSE)=2.56, Rank (w/o CoST) (MAE)=2.582026.06 | 0.4 | 0.41 | |
| TimeFlowH (History length)=512, F_train (Training forecasting length)=336, F_test (Testing forecasting length)=3362025.06 | 0.407 | 0.329 | |
| TS2VecAvg=0.39, Rank=5.60, Rank (w/o CoST)=4.752026.06 | 0.41 | — | |
| TimeFlowH (History length)=512, F_train (Training forecasting length)=720, F_test (Testing forecasting length)=7202025.06 | 0.413 | 0.327 | |
| DeepTimeH (History length)=512, F_train (Training forecasting length)=96, F_test (Testing forecasting length)=962025.06 | 0.419 | 0.411 | |
| DeepTimeH (History length)=512, F_train (Training forecasting length)=336, F_test (Testing forecasting length)=3362025.06 | 0.446 | 0.397 | |
| TV-INRsH (History length)=512, F_train (Training forecasting length)=∼ F, F_test (Testing forecasting length)=7202025.06 | 0.448 | 0.313 | |
| DeepTimeH (History length)=512, F_train (Training forecasting length)=720, F_test (Testing forecasting length)=7202025.06 | 0.485 | 0.406 |