Table 8. Regression results for the prediction of the duration of diabetes type 2 on the AlOlaiwi2018 dataset.
These results refer to the same abbreviation meanings and execution details of Table 7 caption.
| Method | R 2 | RMSE | MAE | MSE | SMAPE |
|---|---|---|---|---|---|
| Random forests | *0.35 ± 0.02 | *5.64 ± 0.11 | *4.60 ± 0.10 | *31.85 ± 1.30 | *0.47 ± 0.01 |
| XGBoost | 0.25 ± 0.06 | 6.07 ± 0.24 | 4.67 ± 0.21 | 36.91 ± 2.98 | 0.49 ± 0.02 |
| Linear regression | 0.09 ± 0.07 | 6.67 ± 0.27 | 5.18 ± 0.21 | 44.54 ± 3.67 | 0.52 ± 0.02 |
| Decision trees | −0.21 ± 0.15 | 7.71 ± 0.47 | 5.98 ± 0.39 | 59.69 ± 7.32 | 0.61 ± 0.04 |