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. 2023 Dec 2;23:1343. doi: 10.1186/s12913-023-10264-6

Table 7.

Comparison of predictive performance with and without the Box-Cox method

Algorithm Org_OD Box-Cox_OD
MAE (mins) MdAE (mins) MAPE (%) R2 MAE (mins) MdAE (mins) MAPE (%) R2
LR 48 35 1.17 0.12 43 25 0.76 0.06
PR 45 32 1.05 0.19 37 19 0.58 0.20
RF 27 16 0.50 0.62 24 12 0.37 0.63
XGBoost 21 13 0.38 0.81 20 11 0.32 0.82
NNr 24 14 0.45 0.71 22 13 0.39 0.74