Respiratory Rate (RR) Forecasting on BIDMC PPG and Respiration (53 LOPO folds)
0.311MAEGRU + VQC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GRU + VQCHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.311 | 0.389 | |
| LSTMHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.32 | 0.412 | |
| TCNHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.339 | 0.421 | |
| GRU + VQCHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.399 | 0.485 | |
| PatchTSTHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.403 | 0.491 | |
| CNN 1DHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.416 | 0.519 | |
| GRU + VQCHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.421 | 0.505 | |
| LSTMHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.424 | 0.522 | |
| PatchTSTHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.43 | 0.517 | |
| PatchTSTHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.432 | 0.516 | |
| TCNHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.452 | 0.539 | |
| ExtraTreesHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.455 | 0.529 | |
| PatchTSTHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.456 | 0.546 | |
| LSTMHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.458 | 0.556 | |
| GRU + VQCHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.466 | 0.56 | |
| TCNHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.476 | 0.565 | |
| CNN 1DHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.492 | 0.604 | |
| LSTMHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.494 | 0.596 | |
| CNN 1DHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.521 | 0.645 | |
| ExtraTreesHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.533 | 0.614 | |
| CNN 1DHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.54 | 0.648 | |
| TCNHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.54 | 0.632 | |
| ExtraTreesHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.561 | 0.644 | |
| ExtraTreesHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.582 | 0.667 |