Evaluation of the SVR by various parameters and modifications of the data
Model . | ME . | RMSE . | PBIAS % . | NSE . | cp . | R2 . | VE . |
---|---|---|---|---|---|---|---|
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 |
Model . | ME . | RMSE . | PBIAS % . | NSE . | cp . | R2 . | VE . |
---|---|---|---|---|---|---|---|
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.