Sleep Quality Prediction on Garmin wearable data (LOOCV)
0.216RMSEAdaptive Multi-scale Temporal Framework
Evaluation results
| Method | Links | |
|---|---|---|
| Adaptive Multi-scale Temporal FrameworkInput window size (days)=3, Prediction window size (days)=12025.08 | 0.216 | |
| Adaptive Multi-scale Temporal FrameworkInput window size (days)=5, Prediction window size (days)=52025.08 | 0.229 | |
| Adaptive Multi-scale Temporal FrameworkInput window size (days)=5, Prediction window size (days)=12025.08 | 0.231 | |
| Adaptive Multi-scale Temporal FrameworkInput window size (days)=5, Prediction window size (days)=32025.08 | 0.234 | |
| Adaptive Multi-scale Temporal FrameworkInput window size (days)=7, Prediction window size (days)=52025.08 | 0.249 | |
| Adaptive Multi-scale Temporal FrameworkInput window size (days)=3, Prediction window size (days)=32025.08 | 0.257 | |
| Adaptive Multi-scale Temporal FrameworkInput window size (days)=11, Prediction window size (days)=12025.08 | 0.265 | |
| Adaptive Multi-scale Temporal FrameworkInput window size (days)=9, Prediction window size (days)=52025.08 | 0.267 | |
| Adaptive Multi-scale Temporal FrameworkInput window size (days)=3, Prediction window size (days)=52025.08 | 0.272 | |
| PatchTSTInput window size (days)=9, Prediction window size (days)=12025.08 | 0.279 | |
| TimesNetInput window size (days)=5, Prediction window size (days)=12025.08 | 0.279 | |
| Adaptive Multi-scale Temporal FrameworkInput window size (days)=7, Prediction window size (days)=12025.08 | 0.279 | |
| TimesNetInput window size (days)=3, Prediction window size (days)=12025.08 | 0.283 | |
| PatchTSTInput window size (days)=5, Prediction window size (days)=12025.08 | 0.285 | |
| TimesNetInput window size (days)=11, Prediction window size (days)=12025.08 | 0.285 | |
| Adaptive Multi-scale Temporal FrameworkInput window size (days)=7, Prediction window size (days)=32025.08 | 0.286 | |
| Adaptive Multi-scale Temporal FrameworkInput window size (days)=11, Prediction window size (days)=32025.08 | 0.287 | |
| LSTMInput window size (days)=11, Prediction window size (days)=12025.08 | 0.289 | |
| InformerInput window size (days)=3, Prediction window size (days)=12025.08 | 0.29 | |
| InformerInput window size (days)=3, Prediction window size (days)=32025.08 | 0.29 | |
| InformerInput window size (days)=3, Prediction window size (days)=52025.08 | 0.29 | |
| InformerInput window size (days)=3, Prediction window size (days)=92025.08 | 0.29 | |
| InformerInput window size (days)=11, Prediction window size (days)=12025.08 | 0.29 | |
| InformerInput window size (days)=9, Prediction window size (days)=92025.08 | 0.291 | |
| InformerInput window size (days)=11, Prediction window size (days)=92025.08 | 0.291 | |
| PatchTSTInput window size (days)=7, Prediction window size (days)=32025.08 | 0.291 | |
| TimesNetInput window size (days)=9, Prediction window size (days)=12025.08 | 0.291 | |
| InformerInput window size (days)=5, Prediction window size (days)=72025.08 | 0.292 | |
| InformerInput window size (days)=9, Prediction window size (days)=12025.08 | 0.292 | |
| InformerInput window size (days)=9, Prediction window size (days)=32025.08 | 0.292 | |
| InformerInput window size (days)=11, Prediction window size (days)=32025.08 | 0.292 | |
| InformerInput window size (days)=11, Prediction window size (days)=72025.08 | 0.292 | |
| PatchTSTInput window size (days)=3, Prediction window size (days)=12025.08 | 0.292 | |
| TimesNetInput window size (days)=7, Prediction window size (days)=32025.08 | 0.292 | |
| InformerInput window size (days)=3, Prediction window size (days)=72025.08 | 0.293 | |
| InformerInput window size (days)=5, Prediction window size (days)=12025.08 | 0.293 | |
| InformerInput window size (days)=7, Prediction window size (days)=72025.08 | 0.293 | |
| InformerInput window size (days)=7, Prediction window size (days)=92025.08 | 0.293 | |
| TimesNetInput window size (days)=5, Prediction window size (days)=32025.08 | 0.293 | |
| InformerInput window size (days)=5, Prediction window size (days)=52025.08 | 0.294 | |
| InformerInput window size (days)=7, Prediction window size (days)=32025.08 | 0.294 | |
| InformerInput window size (days)=7, Prediction window size (days)=52025.08 | 0.294 | |
| InformerInput window size (days)=9, Prediction window size (days)=72025.08 | 0.294 | |
| InformerInput window size (days)=11, Prediction window size (days)=52025.08 | 0.294 | |
| PatchTSTInput window size (days)=3, Prediction window size (days)=32025.08 | 0.294 | |
| PatchTSTInput window size (days)=5, Prediction window size (days)=32025.08 | 0.294 | |
| TimesNetInput window size (days)=3, Prediction window size (days)=32025.08 | 0.294 | |
| TimesNetInput window size (days)=7, Prediction window size (days)=12025.08 | 0.294 | |
| TimesNetInput window size (days)=7, Prediction window size (days)=52025.08 | 0.294 | |
| InformerInput window size (days)=9, Prediction window size (days)=52025.08 | 0.295 | |
| PatchTSTInput window size (days)=9, Prediction window size (days)=52025.08 | 0.295 | |
| InformerInput window size (days)=7, Prediction window size (days)=12025.08 | 0.296 | |
| PatchTSTInput window size (days)=3, Prediction window size (days)=52025.08 | 0.296 | |
| LSTMInput window size (days)=5, Prediction window size (days)=72025.08 | 0.297 | |
| InformerInput window size (days)=5, Prediction window size (days)=32025.08 | 0.297 | |
| PatchTSTInput window size (days)=3, Prediction window size (days)=72025.08 | 0.297 | |
| TimesNetInput window size (days)=3, Prediction window size (days)=52025.08 | 0.297 | |
| Adaptive Multi-scale Temporal FrameworkInput window size (days)=11, Prediction window size (days)=52025.08 | 0.297 | |
| LSTMInput window size (days)=3, Prediction window size (days)=52025.08 | 0.298 | |
| InformerInput window size (days)=5, Prediction window size (days)=92025.08 | 0.298 | |
| LSTMInput window size (days)=3, Prediction window size (days)=92025.08 | 0.299 | |
| LSTMInput window size (days)=5, Prediction window size (days)=32025.08 | 0.299 | |
| PatchTSTInput window size (days)=3, Prediction window size (days)=92025.08 | 0.299 | |
| PatchTSTInput window size (days)=5, Prediction window size (days)=72025.08 | 0.299 | |
| PatchTSTInput window size (days)=5, Prediction window size (days)=92025.08 | 0.299 | |
| PatchTSTInput window size (days)=7, Prediction window size (days)=12025.08 | 0.299 | |
| TimesNetInput window size (days)=9, Prediction window size (days)=32025.08 | 0.299 | |
| LSTMInput window size (days)=3, Prediction window size (days)=12025.08 | 0.3 | |
| LSTMInput window size (days)=9, Prediction window size (days)=12025.08 | 0.3 | |
| PatchTSTInput window size (days)=5, Prediction window size (days)=52025.08 | 0.301 | |
| PatchTSTInput window size (days)=9, Prediction window size (days)=32025.08 | 0.302 | |
| PatchTSTInput window size (days)=7, Prediction window size (days)=72025.08 | 0.303 | |
| TimesNetInput window size (days)=5, Prediction window size (days)=72025.08 | 0.303 | |
| TimesNetInput window size (days)=11, Prediction window size (days)=32025.08 | 0.303 | |
| LSTMInput window size (days)=3, Prediction window size (days)=32025.08 | 0.304 | |
| LSTMInput window size (days)=11, Prediction window size (days)=52025.08 | 0.304 | |
| LSTMInput window size (days)=5, Prediction window size (days)=52025.08 | 0.305 | |
| LSTMInput window size (days)=9, Prediction window size (days)=32025.08 | 0.305 | |
| TimesNetInput window size (days)=5, Prediction window size (days)=52025.08 | 0.305 | |
| Adaptive Multi-scale Temporal FrameworkInput window size (days)=9, Prediction window size (days)=72025.08 | 0.306 | |
| PatchTSTInput window size (days)=11, Prediction window size (days)=12025.08 | 0.307 | |
| TimesNetInput window size (days)=7, Prediction window size (days)=72025.08 | 0.307 | |
| Adaptive Multi-scale Temporal FrameworkInput window size (days)=9, Prediction window size (days)=12025.08 | 0.307 | |
| LSTMInput window size (days)=7, Prediction window size (days)=32025.08 | 0.308 | |
| LSTMInput window size (days)=11, Prediction window size (days)=32025.08 | 0.308 | |
| PatchTSTInput window size (days)=7, Prediction window size (days)=52025.08 | 0.308 | |
| PatchTSTInput window size (days)=11, Prediction window size (days)=92025.08 | 0.308 | |
| TimesNetInput window size (days)=11, Prediction window size (days)=52025.08 | 0.309 | |
| LSTMInput window size (days)=5, Prediction window size (days)=92025.08 | 0.31 | |
| PatchTSTInput window size (days)=11, Prediction window size (days)=32025.08 | 0.31 | |
| PatchTSTInput window size (days)=11, Prediction window size (days)=72025.08 | 0.31 | |
| Adaptive Multi-scale Temporal FrameworkInput window size (days)=9, Prediction window size (days)=32025.08 | 0.311 | |
| LSTMInput window size (days)=5, Prediction window size (days)=12025.08 | 0.312 | |
| LSTMInput window size (days)=11, Prediction window size (days)=92025.08 | 0.312 | |
| TimesNetInput window size (days)=7, Prediction window size (days)=92025.08 | 0.312 | |
| TimesNetInput window size (days)=9, Prediction window size (days)=52025.08 | 0.313 | |
| Adaptive Multi-scale Temporal FrameworkInput window size (days)=7, Prediction window size (days)=72025.08 | 0.313 | |
| Adaptive Multi-scale Temporal FrameworkInput window size (days)=11, Prediction window size (days)=92025.08 | 0.313 | |
| TimesNetInput window size (days)=9, Prediction window size (days)=92025.08 | 0.314 | |
| LSTMInput window size (days)=11, Prediction window size (days)=72025.08 | 0.315 |