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Table 3

ANN and MLR downscaling results based on various inputs determined by WE-SOM-MI and CC predictor screening methodology

ModelGCM-based inputs selectionDC trainDC verifyNa-RMSE trainNa-RMSE verifyCC trainCC verify
ANN CC 0.23 0.18 0.91 0.99 0.30 0.28 
ANN WE-SOM-MI 0.50 0.41 0.74 0.69 0.70 0.67 
MLR WE-SOM-MI 0.30 0.40 0.86 0.70 0.55 0.59 
ModelGCM-based inputs selectionDC trainDC verifyNa-RMSE trainNa-RMSE verifyCC trainCC verify
ANN CC 0.23 0.18 0.91 0.99 0.30 0.28 
ANN WE-SOM-MI 0.50 0.41 0.74 0.69 0.70 0.67 
MLR WE-SOM-MI 0.30 0.40 0.86 0.70 0.55 0.59 

aN denotes normalized RMSE values.

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