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. 2023 Jun 29;14:1227536. doi: 10.3389/fphar.2023.1227536

TABLE 6.

Comparison of the results between different modeling methods.

Modeling method Rcv2 Training set Test set
R2 RMSE R2 RMSE
Linear model 0.60 0.69 0.17 0.79 0.14
MIX-SVR model 0.96 0.97 0.01 0.95 0.01
RBF-SVR model 0.90 0.85 0.08 0.91 0.06
Poly-SVR model 0.87 0.61 0.02 0.79 0.01
Linear-SVR model 0.53 0.20 0.04 0.03 0.07
RF model 0.66 0.86 0.01 0.86 0.01