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. 2021 Apr 20;11(24):14587–14595. doi: 10.1039/d1ra01335a

Models statistics.

Model r 2 training set q 2 training set r 2 test set MSEa training set MSEa test set MAEb training set MAEb test set MAPEc training set MAPEc test set
3D-field 0.88 0.75 0.73 0.13 0.29 0.31 0.45 4.21 6.24
SVM 0.99 0.74 0.73 0.01 0.30 0.06 0.44 0.84 6.21
kNN 0.66 0.66 0.49 0.38 0.56 0.48 0.56 6.75 7.70
RF 0.89 0.64 0.63 0.11 0.41 0.22 0.52 2.96 7.20
RVM 0.89 0.73 0.69 0.12 0.34 0.29 0.40 3.93 5.44
a

Mean squared forecast error.

b

Mean absolute forecast error.

c

Mean absolute percentage forecast error.