Table 7

Evaluation of the SVR by various parameters and modifications of the data

ModelMERMSEPBIAS %NSEcpR2VE
SVR linear kernel**** −20.1 130.3 −24.0 0.611 0.667 0.787 0.516 
SVR radial basis kernel*** −17.9 114.2 −21.3 0.701 0.744 0.805 0.625 
SVR with log of response** −15.3 108.1 −18.3 0.732 0.771 0.738 0.645 
SVR with log of response and interactions* −15.5 90.2 −18.6 0.813 0.840 0.835 0.656 
ModelMERMSEPBIAS %NSEcpR2VE
SVR linear kernel**** −20.1 130.3 −24.0 0.611 0.667 0.787 0.516 
SVR radial basis kernel*** −17.9 114.2 −21.3 0.701 0.744 0.805 0.625 
SVR with log of response** −15.3 108.1 −18.3 0.732 0.771 0.738 0.645 
SVR with log of response and interactions* −15.5 90.2 −18.6 0.813 0.840 0.835 0.656 

****C = 8, ***C = 185, σ = 0.0033, **C = 0.1, linear kernel, *C = 0.1, linear kernel.

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