Oxygen Saturation (SpO2) Forecasting on BIDMC PPG and Respiration (53 LOPO folds)
0.125MAEGRU + VQC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GRU + VQCHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.125 | 0.173 | |
| GRU + VQCHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.127 | 0.171 | |
| LSTMHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.128 | 0.176 | |
| LSTMHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.129 | 0.177 | |
| GRU + VQCHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.133 | 0.178 | |
| LSTMHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.134 | 0.182 | |
| TCNHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.136 | 0.182 | |
| TCNHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.143 | 0.188 | |
| LSTMHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.144 | 0.193 | |
| TCNHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.144 | 0.19 | |
| GRU + VQCHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.146 | 0.191 | |
| TCNHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.152 | 0.199 | |
| PatchTSTHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.17 | 0.205 | |
| PatchTSTHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.172 | 0.203 | |
| PatchTSTHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.174 | 0.206 | |
| PatchTSTHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.181 | 0.211 | |
| CNN 1DHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.197 | 0.245 | |
| CNN 1DHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.213 | 0.262 | |
| CNN 1DHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.215 | 0.265 | |
| CNN 1DHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.236 | 0.289 | |
| ExtraTreesHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.245 | 0.271 | |
| ExtraTreesHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.247 | 0.274 | |
| ExtraTreesHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.247 | 0.274 | |
| ExtraTreesHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.249 | 0.276 |