List your company
ResearchFormerly WizWand

Stress Forecasting on Garmin smartwatch physiological dataset

0.19MAEAdaptStress
0.18180.237150.29250.34785Feb 19, 2026
Updated 8mo ago

Evaluation results

MethodLinks
AdaptStressInput length (days)=5, Prediction window size (days)=12026.020.190.0530.226
AdaptStressInput length (days)=3, Prediction window size (days)=12026.020.1970.0570.241
AdaptStressInput length (days)=9, Prediction window size (days)=12026.020.1970.0580.248
AdaptStressInput length (days)=7, Prediction window size (days)=12026.020.2040.0610.239
InformerInput length (days)=3, Prediction window size (days)=12026.020.2370.0790.279
CNNInput length (days)=3, Prediction window size (days)=12026.020.2380.0850.299
CNN-LSTMInput length (days)=3, Prediction window size (days)=12026.020.2380.0850.303
InformerInput length (days)=3, Prediction window size (days)=32026.020.2390.080.281
InformerInput length (days)=3, Prediction window size (days)=52026.020.2460.0840.287
CNNInput length (days)=3, Prediction window size (days)=32026.020.2470.090.313
TimesNetInput length (days)=3, Prediction window size (days)=12026.020.2470.0910.3
InformerInput length (days)=3, Prediction window size (days)=72026.020.2480.0860.29
LSTMInput length (days)=3, Prediction window size (days)=12026.020.250.0930.302
PatchTSTInput length (days)=3, Prediction window size (days)=12026.020.2520.0920.302
CNN-LSTMInput length (days)=3, Prediction window size (days)=52026.020.2550.0980.329
CNNInput length (days)=3, Prediction window size (days)=52026.020.2560.0980.316
PatchTSTInput length (days)=3, Prediction window size (days)=32026.020.2570.0960.308
TimesNetInput length (days)=3, Prediction window size (days)=32026.020.2570.0980.308
PatchTSTInput length (days)=3, Prediction window size (days)=52026.020.2590.0970.309
LSTMInput length (days)=3, Prediction window size (days)=32026.020.260.10.312
CNN-LSTMInput length (days)=3, Prediction window size (days)=32026.020.260.1010.321
CNN-LSTMInput length (days)=3, Prediction window size (days)=72026.020.2610.10.324
CNNInput length (days)=3, Prediction window size (days)=72026.020.2660.1040.319
PatchTSTInput length (days)=3, Prediction window size (days)=72026.020.2660.1070.323
TimesNetInput length (days)=3, Prediction window size (days)=52026.020.2660.1060.321
AdaptStressInput length (days)=3, Prediction window size (days)=32026.020.2660.1090.251
AdaptStressInput length (days)=3, Prediction window size (days)=52026.020.2660.110.285
TimesNetInput length (days)=3, Prediction window size (days)=72026.020.2670.1050.319
LSTMInput length (days)=3, Prediction window size (days)=72026.020.2680.1090.323
AdaptStressInput length (days)=5, Prediction window size (days)=72026.020.2770.1170.294
AdaptStressInput length (days)=7, Prediction window size (days)=72026.020.2780.1160.298
LSTMInput length (days)=3, Prediction window size (days)=52026.020.2810.1190.338
AdaptStressInput length (days)=7, Prediction window size (days)=52026.020.2940.130.293
AdaptStressInput length (days)=3, Prediction window size (days)=72026.020.3080.150.303
AdaptStressInput length (days)=9, Prediction window size (days)=52026.020.3080.1450.284
AdaptStressInput length (days)=7, Prediction window size (days)=32026.020.3620.2010.275
AdaptStressInput length (days)=9, Prediction window size (days)=32026.020.370.2070.275
AdaptStressInput length (days)=5, Prediction window size (days)=32026.020.3710.1050.272
AdaptStressInput length (days)=5, Prediction window size (days)=52026.020.3860.1240.283
AdaptStressInput length (days)=9, Prediction window size (days)=72026.020.3950.2370.298