Monthly Rainfall Estimation Using Data-Mining Process

Table 3

The performance criteria of the models having 3-input parameters.

Input parameters	Senirkent-Uluborlu-Eğirdir		Senirkent Uluborlu-Yalvaç		Senirkent-Yalvaç-Eğirdir		Uluborlu-Yalvaç-Eğirdir
Models	𝑅^2	RMSE	𝑅^2	RMSE	𝑅^2	RMSE	𝑅^2	RMSE
Decision Table	0.695	57.90	0.695	57.90	0.695	57.90	0.638	68.62
KStar	0.771	43.54	0.693	58.20	0.745	48.33	0.771	43.43
Multilinear Regression	0.813	35.43	0.765	44.60	0.792	39.40	0.798	38.38
M5’Rules	0.808	36.43	0.765	44.60	0.792	39.40	0.711	54.89
Multilayer Perceptron	0.774	42.83	0.726	51.98	0.772	43.33	0.797	38.55
RBF Network	0.622	71.67	0.560	83.48	0.583	79.23	0.574	80.90
Random Subspace	0.760	45.62	0.680	60.83	0.714	54.31	0.757	46.12
Simple Linear	0.745	48.44	0.745	48.44	0.745	48.44	0.717	53.63
Regression