Peak glucose prediction on Study + MealMeter (test)
16.458RMSEElasticNet
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ElasticNet2026.06 | 16.458 | 12.586 | 10.003 | 47.2 | 47.3 | 0.689 | 8.832 | 8.843 | |
| ExtraTrees2026.06 | 16.573 | 12.552 | 10.234 | 46.4 | 46.5 | 0.691 | 8.951 | 8.848 | |
| XGBoost2026.06 | 16.602 | 12.588 | 10.587 | 46.3 | 46.5 | 0.685 | 8.813 | 8.821 | |
| Ridge2026.06 | 16.975 | 12.867 | 10.55 | 43.8 | 44.7 | 0.685 | 8.897 | 9.019 | |
| GradientBoosting2026.06 | 17.532 | 13.406 | 11.515 | 40.1 | 40.1 | 0.651 | 9.526 | 9.448 | |
| LightGBM2026.06 | 17.559 | 13.651 | 11.501 | 39.9 | 40.2 | 0.643 | 9.63 | 9.663 | |
| RandomForest2026.06 | 17.721 | 13.673 | 11.698 | 38.8 | 38.8 | 0.631 | 9.781 | 9.631 | |
| HistGradientBoosting2026.06 | 17.896 | 13.571 | 11.151 | 37.5 | 37.9 | 0.615 | 9.545 | 9.525 |