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. 2022 Aug 12;10(8):1518. doi: 10.3390/healthcare10081518

Table 4.

Comparison with previous studies.

Approach RMSE MAPE MAE R2 ±10%
(min) (%) (min) (%)
Linear Regression [18] 48.64 n/a 31.3 n/a n/a
Ref. XGBoost [20] n/a 27 n/a 0.77 32
Ref. Random Forest [20] n/a 39 n/a 0.93 23
XGBoost-HY [21] 36.64 35.16 21.52 n/a n/a
XGBoost-SH [21] 40.26 35.11 25.23 n/a n/a
XGBoost - Department Specific (w) 31.60 28 18.71 0.71 27
Random Forest - Department Specific (w) 31.98 27 19.15 0.69 27
ANN - All inclusive 47.6 45 20.14 0.64 26
1-d CNN - All inclusive 48.6 47 28.77 0.65 17