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. 2024 Feb 26;10:e1896. doi: 10.7717/peerj-cs.1896

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