Fuzzy Clustering-Based Ensemble Approach to Predicting Indian Monsoon

Table 10

Comparison of absolute errors for rainfall prediction by proposed ensemble models (Ensml) with clustering (WC) approach to standard method with same models without clustering (NC) approach.

Predictor; set	MR		MLP		RNN		GRNN
	Tot. error (NC) (%)	Ensml error (WC) (%)	Tot. error (NC) (%)	Ensml error (WC) (%)	Tot. error (NC) (%)	Ensml error (WC) (%)	Tot. error (NC) (%)	Ensml error (WC) (%)
PredSet1	8.9	8.6	10.0	8.2	11.7	7.0	6.9	6.4
PredSet2	9.2	8.2	12.8	5.2	10.7	8.5	7.2	6.4
PredSet3	7.4	6.7	6.7	6.5	6.2	5.1	6.1	6.1
PredSet4	6.7	6.2	5.8	4.0	6.0	5.5	6.3	6.3
PredSet5	8.2	7.9	9.7	11.0	8.9	8.8	9.0	6.7