Multivariate Time-series Forecasting on ETTm1 15-minute (test)
0.323MSEInformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| InformerPredicted Length=242021.06 | 0.323 | 0.369 | |
| AutoformerPredicted Length=242021.06 | 0.383 | 0.403 | |
| LogTransPredicted Length=242021.06 | 0.419 | 0.412 | |
| AutoformerPredicted Length=482021.06 | 0.454 | 0.453 | |
| AutoformerPredicted Length=962021.06 | 0.481 | 0.463 | |
| InformerPredicted Length=482021.06 | 0.494 | 0.503 | |
| LogTransPredicted Length=482021.06 | 0.507 | 0.583 | |
| AutoformerPredicted Length=6722021.06 | 0.606 | 0.542 | |
| LSTMaPredicted Length=242021.06 | 0.621 | 0.629 | |
| AutoformerPredicted Length=2882021.06 | 0.634 | 0.528 | |
| InformerPredicted Length=962021.06 | 0.678 | 0.614 | |
| ReformerPredicted Length=242021.06 | 0.724 | 0.607 | |
| LogTransPredicted Length=962021.06 | 0.768 | 0.792 | |
| InformerPredicted Length=2882021.06 | 1.056 | 0.786 | |
| ReformerPredicted Length=482021.06 | 1.098 | 0.777 | |
| InformerPredicted Length=6722021.06 | 1.192 | 0.926 | |
| LSTNetPredicted Length=2882021.06 | 1.257 | 2.076 | |
| LSTMaPredicted Length=962021.06 | 1.339 | 0.913 | |
| LSTMaPredicted Length=482021.06 | 1.392 | 0.939 | |
| ReformerPredicted Length=962021.06 | 1.433 | 0.945 | |
| LogTransPredicted Length=2882021.06 | 1.462 | 1.32 | |
| LogTransPredicted Length=6722021.06 | 1.669 | 1.461 | |
| LSTMaPredicted Length=2882021.06 | 1.74 | 1.124 | |
| ReformerPredicted Length=2882021.06 | 1.82 | 1.094 | |
| LSTNetPredicted Length=6722021.06 | 1.917 | 2.941 | |
| LSTNetPredicted Length=242021.06 | 1.968 | 1.17 | |
| LSTNetPredicted Length=482021.06 | 1.999 | 1.215 | |
| ReformerPredicted Length=6722021.06 | 2.187 | 1.232 | |
| LSTMaPredicted Length=6722021.06 | 2.736 | 1.555 | |
| LSTNetPredicted Length=962021.06 | 2.762 | 1.542 |