Multivariate Time-series Forecasting on Electricity
2.31Training Time (s)STID
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| STID2022.08 | 2.31 | — | — | — | — | |
| NLinearInput Length=336, Prediction Length=720, Batch size=162025.01 | 21.32 | 2.01 | — | — | — | |
| LSTM2022.08 | 22.26 | — | — | — | — | |
| GLinearInput Length=336, Prediction Length=720, Batch size=162025.01 | 23.22 | 2.15 | — | — | — | |
| DLinearInput Length=336, Prediction Length=720, Batch size=162025.01 | 24.75 | 2.27 | — | — | — | |
| MTGNN2022.08 | 28.59 | — | — | — | — | |
| VAR2022.08 | 29.62 | — | — | — | — | |
| StemGNN2022.08 | 56.24 | — | — | — | — | |
| AGCRN2022.08 | 144.17 | — | — | — | — | |
| STNorm2022.08 | 155.86 | — | — | — | — | |
| RLinearInput Length=336, Prediction Length=720, Batch size=162025.01 | 233.1 | 15.83 | — | — | — | |
| CI-TSMixerChannel Independence=true2023.06 | 933.6 | — | 37.062 | 0.348 | 2.25 | |
| CI-TSMixer (G,H)Gated Attention=true, Hierarchy Reconciliation=true2023.06 | 1,225.8 | — | 46.44 | 0.4 | 2.9 | |
| CI-TSMixer (G,H,CC)Gated Attention=true, Hierarchy Reconciliation=true, Cross-channel Reconciliation=true2023.06 | 1,230 | — | 48.566 | 1.648 | 2.94 | |
| PatchTST2023.06 | 2,173.2 | — | 147.879 | 1.174 | 6.14 |