Heart Rate Forecasting on BIDMC PPG and Respiration (53 LOPO folds)
0.116MAEGRU + VQC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GRU + VQCHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.116 | 0.146 | |
| TCNHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.123 | 0.153 | |
| LSTMHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.125 | 0.157 | |
| GRU + VQCHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.131 | 0.162 | |
| LSTMHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.132 | 0.166 | |
| LSTMHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.135 | 0.178 | |
| LSTMHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.135 | 0.169 | |
| LSTMHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.136 | 0.172 | |
| GRU + VQCHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.137 | 0.169 | |
| TCNHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.137 | 0.17 | |
| TCNHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.138 | 0.18 | |
| GRU + VQCHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.14 | 0.179 | |
| GRU + VQCHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.14 | 0.173 | |
| TCNHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.141 | 0.175 | |
| TCNHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.147 | 0.182 | |
| GRU + VQCHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.148 | 0.19 | |
| LSTMHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.148 | 0.192 | |
| GRU + VQCHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.15 | 0.191 | |
| TCNHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.152 | 0.195 | |
| TCNHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.154 | 0.198 | |
| LSTMHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.154 | 0.198 | |
| LSTMHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.155 | 0.2 | |
| PatchTSTHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.16 | 0.185 | |
| GRU + VQCHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.161 | 0.205 | |
| TCNHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.164 | 0.208 | |
| PatchTSTHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.166 | 0.202 | |
| PatchTSTHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.168 | 0.193 | |
| PatchTSTHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.168 | 0.194 | |
| PatchTSTHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.173 | 0.211 | |
| PatchTSTHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.175 | 0.212 | |
| CNN 1DHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.177 | 0.222 | |
| PatchTSTHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.177 | 0.204 | |
| PatchTSTHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.178 | 0.219 | |
| CNN 1DHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.185 | 0.234 | |
| CNN 1DHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.2 | 0.247 | |
| CNN 1DHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.201 | 0.248 | |
| CNN 1DHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.212 | 0.265 | |
| CNN 1DHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.221 | 0.275 | |
| CNN 1DHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.222 | 0.271 | |
| CNN 1DHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.231 | 0.286 | |
| ExtraTreesHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.287 | 0.286 | |
| ExtraTreesHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.331 | 0.282 | |
| ExtraTreesHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.337 | 0.361 | |
| ExtraTreesHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.342 | 0.367 | |
| ExtraTreesHorizon=30, Evaluation Protocol=LOPO2026.03 | 0.363 | 0.39 | |
| ExtraTreesHorizon=15, Evaluation Protocol=LOPO2026.03 | 0.367 | 0.394 | |
| ExtraTreesHorizon=Avg, Evaluation Protocol=LOPO2026.03 | 0.368 | 0.396 | |
| ExtraTreesHorizon=60, Evaluation Protocol=LOPO2026.03 | 0.374 | 0.403 |