Univariate Time Series Forecasting on ETTm1 v1 (test)
0.015MSETS2Vec-Baseline
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TS2Vec-BaselineHorizon (H)=242025.11 | 0.015 | 0.092 | |
| TS2Vec-EnsembleHorizon (H)=242025.11 | 0.016 | 0.095 | |
| TS2Vec-BaselineHorizon (H)=482025.11 | 0.027 | 0.126 | |
| InformerHorizon (H)=242025.11 | 0.03 | 0.137 | |
| TS2Vec-EnsembleHorizon (H)=482025.11 | 0.031 | 0.132 | |
| TCNHorizon (H)=242025.11 | 0.041 | 0.157 | |
| TS2Vec-BaselineHorizon (H)=962025.11 | 0.044 | 0.161 | |
| TS2Vec-EnsembleHorizon (H)=962025.11 | 0.045 | 0.165 | |
| GTTmode=zero-shot, type=univariate, feature=OT, averaged prediction lengths=96, 192, 336, 7202024.02 | 0.049 | 0.16 | |
| N-BEATSHorizon (H)=242025.11 | 0.054 | 0.184 | |
| LogTransHorizon (H)=242025.11 | 0.065 | 0.202 | |
| InformerHorizon (H)=482025.11 | 0.069 | 0.203 | |
| LogTransHorizon (H)=482025.11 | 0.078 | 0.22 | |
| TS2Vec-EnsembleHorizon (H)=2882025.11 | 0.093 | 0.234 | |
| TCNHorizon (H)=482025.11 | 0.101 | 0.257 | |
| TS2Vec-BaselineHorizon (H)=2882025.11 | 0.103 | 0.246 | |
| TS2Vec-EnsembleHorizon (H)=6722025.11 | 0.131 | 0.28 | |
| TCNHorizon (H)=962025.11 | 0.142 | 0.311 | |
| TS2Vec-BaselineHorizon (H)=6722025.11 | 0.156 | 0.307 | |
| ForecastPFNmode=zero-shot, type=univariate, feature=OT, averaged prediction lengths=96, 192, 336, 7202024.02 | 0.175 | 0.322 | |
| N-BEATSHorizon (H)=962025.11 | 0.183 | 0.353 | |
| N-BEATSHorizon (H)=2882025.11 | 0.186 | 0.362 | |
| N-BEATSHorizon (H)=482025.11 | 0.19 | 0.361 | |
| InformerHorizon (H)=962025.11 | 0.194 | 0.372 | |
| N-BEATSHorizon (H)=6722025.11 | 0.197 | 0.368 | |
| LogTransHorizon (H)=962025.11 | 0.199 | 0.386 | |
| TCNHorizon (H)=2882025.11 | 0.318 | 0.472 | |
| TCNHorizon (H)=6722025.11 | 0.397 | 0.547 | |
| InformerHorizon (H)=2882025.11 | 0.401 | 0.554 | |
| LogTransHorizon (H)=2882025.11 | 0.411 | 0.572 | |
| InformerHorizon (H)=6722025.11 | 0.512 | 0.644 | |
| LogTransHorizon (H)=6722025.11 | 0.598 | 0.702 |