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. 2023 Apr 21;13:6591. doi: 10.1038/s41598-023-33796-7

Table 7.

Performance of the base models of XGBoost and their rankings.

XGBoost models Training Testing Total rate Rank
R2 rating RMSE rating MAE rating VAF rating Accuracy rating R2 rating RMSE rating MAE rating VAF rating Accuracy rating
XGBoost1 14 14 14 13 14 13 7 13 13 11 126 2
XGBoost2 15 15 15 15 15 15 15 10 15 15 145 1
XGBoost3 1 1 1 1 1 2 4 3 2 3 19 15
XGBoost4 10 11 10 11 9 10 8 9 10 12 100 4
XGBoost5 6 6 5 6 6 7 2 5 7 9 59 11
XGBoost6 9 10 11 10 10 14 12 12 14 13 115 3
XGBoost7 8 8 8 8 8 8 10 11 9 8 86 8
XGBoost8 3 4 4 3 4 1 1 1 1 2 24 14
XGBoost9 11 9 9 9 11 12 5 8 12 4 90 6
XGBoost10 2 2 2 2 2 3 14 7 3 10 47 13
XGBoost11 5 5 6 5 5 9 3 15 8 1 62 10
XGBoost12 4 3 3 4 3 11 9 4 11 6 58 12
XGBoost13 7 7 7 7 7 6 13 14 6 14 88 7
XGBoost14 12 12 12 14 12 4 6 2 4 5 83 9
XGBoost15 13 13 13 12 13 5 11 6 5 7 98 5