Stress Forecasting on Garmin smartwatch physiological dataset
0.19MAEAdaptStress
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AdaptStressInput length (days)=5, Prediction window size (days)=12026.02 | 0.19 | 0.053 | 0.226 | |
| AdaptStressInput length (days)=3, Prediction window size (days)=12026.02 | 0.197 | 0.057 | 0.241 | |
| AdaptStressInput length (days)=9, Prediction window size (days)=12026.02 | 0.197 | 0.058 | 0.248 | |
| AdaptStressInput length (days)=7, Prediction window size (days)=12026.02 | 0.204 | 0.061 | 0.239 | |
| InformerInput length (days)=3, Prediction window size (days)=12026.02 | 0.237 | 0.079 | 0.279 | |
| CNNInput length (days)=3, Prediction window size (days)=12026.02 | 0.238 | 0.085 | 0.299 | |
| CNN-LSTMInput length (days)=3, Prediction window size (days)=12026.02 | 0.238 | 0.085 | 0.303 | |
| InformerInput length (days)=3, Prediction window size (days)=32026.02 | 0.239 | 0.08 | 0.281 | |
| InformerInput length (days)=3, Prediction window size (days)=52026.02 | 0.246 | 0.084 | 0.287 | |
| CNNInput length (days)=3, Prediction window size (days)=32026.02 | 0.247 | 0.09 | 0.313 | |
| TimesNetInput length (days)=3, Prediction window size (days)=12026.02 | 0.247 | 0.091 | 0.3 | |
| InformerInput length (days)=3, Prediction window size (days)=72026.02 | 0.248 | 0.086 | 0.29 | |
| LSTMInput length (days)=3, Prediction window size (days)=12026.02 | 0.25 | 0.093 | 0.302 | |
| PatchTSTInput length (days)=3, Prediction window size (days)=12026.02 | 0.252 | 0.092 | 0.302 | |
| CNN-LSTMInput length (days)=3, Prediction window size (days)=52026.02 | 0.255 | 0.098 | 0.329 | |
| CNNInput length (days)=3, Prediction window size (days)=52026.02 | 0.256 | 0.098 | 0.316 | |
| PatchTSTInput length (days)=3, Prediction window size (days)=32026.02 | 0.257 | 0.096 | 0.308 | |
| TimesNetInput length (days)=3, Prediction window size (days)=32026.02 | 0.257 | 0.098 | 0.308 | |
| PatchTSTInput length (days)=3, Prediction window size (days)=52026.02 | 0.259 | 0.097 | 0.309 | |
| LSTMInput length (days)=3, Prediction window size (days)=32026.02 | 0.26 | 0.1 | 0.312 | |
| CNN-LSTMInput length (days)=3, Prediction window size (days)=32026.02 | 0.26 | 0.101 | 0.321 | |
| CNN-LSTMInput length (days)=3, Prediction window size (days)=72026.02 | 0.261 | 0.1 | 0.324 | |
| CNNInput length (days)=3, Prediction window size (days)=72026.02 | 0.266 | 0.104 | 0.319 | |
| PatchTSTInput length (days)=3, Prediction window size (days)=72026.02 | 0.266 | 0.107 | 0.323 | |
| TimesNetInput length (days)=3, Prediction window size (days)=52026.02 | 0.266 | 0.106 | 0.321 | |
| AdaptStressInput length (days)=3, Prediction window size (days)=32026.02 | 0.266 | 0.109 | 0.251 | |
| AdaptStressInput length (days)=3, Prediction window size (days)=52026.02 | 0.266 | 0.11 | 0.285 | |
| TimesNetInput length (days)=3, Prediction window size (days)=72026.02 | 0.267 | 0.105 | 0.319 | |
| LSTMInput length (days)=3, Prediction window size (days)=72026.02 | 0.268 | 0.109 | 0.323 | |
| AdaptStressInput length (days)=5, Prediction window size (days)=72026.02 | 0.277 | 0.117 | 0.294 | |
| AdaptStressInput length (days)=7, Prediction window size (days)=72026.02 | 0.278 | 0.116 | 0.298 | |
| LSTMInput length (days)=3, Prediction window size (days)=52026.02 | 0.281 | 0.119 | 0.338 | |
| AdaptStressInput length (days)=7, Prediction window size (days)=52026.02 | 0.294 | 0.13 | 0.293 | |
| AdaptStressInput length (days)=3, Prediction window size (days)=72026.02 | 0.308 | 0.15 | 0.303 | |
| AdaptStressInput length (days)=9, Prediction window size (days)=52026.02 | 0.308 | 0.145 | 0.284 | |
| AdaptStressInput length (days)=7, Prediction window size (days)=32026.02 | 0.362 | 0.201 | 0.275 | |
| AdaptStressInput length (days)=9, Prediction window size (days)=32026.02 | 0.37 | 0.207 | 0.275 | |
| AdaptStressInput length (days)=5, Prediction window size (days)=32026.02 | 0.371 | 0.105 | 0.272 | |
| AdaptStressInput length (days)=5, Prediction window size (days)=52026.02 | 0.386 | 0.124 | 0.283 | |
| AdaptStressInput length (days)=9, Prediction window size (days)=72026.02 | 0.395 | 0.237 | 0.298 |