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Table 8

Evaluation of ML methods

Model	ME	RMSE	PBIAS %	NSE	cp	R²	VE
SVR with log of response and interactions*	−15.5	90.2	−18.6	0.813	0.840	0.835	0.656
Small DLNN	−6.9	90.3	−8.3	0.813	0.840	0.814	0.552
DLNN – bigger, using regularization	9.8	71.4	13.3	0.834	0.863	0.897	0.607

Model	ME	RMSE	PBIAS %	NSE	cp	R²	VE
SVR with log of response and interactions*	−15.5	90.2	−18.6	0.813	0.840	0.835	0.656
Small DLNN	−6.9	90.3	−8.3	0.813	0.840	0.814	0.552
DLNN – bigger, using regularization	9.8	71.4	13.3	0.834	0.863	0.897	0.607

*C = 0.1, linear kernel.