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. 2020 Nov 26;10(70):42938–42952. doi: 10.1039/d0ra08209k

Comparison of the current model with previous models (Nm > 200).

Method N m N de R 2 R cv5 2 R T 2 AD Reference
GA-NNa 207 9 0.86 0.79 No 58
ANNb 296 12 0.84 0.77 No 17
Boosting 1272 30 0.97 0.83 0.81 Yes 3
RFc 15 791 8 0.52 No 15
Dual-RBF 1827 50 0.91 0.77 0.76 Yes Present
a

Genetic algorithm-neural network.

b

Artificial neural networks.

c

Random forest; Nm is the number of compounds in the modeling set, and Nde is the number of descriptors used in each model.