An Incremental Radial Basis Function Network Based on Information Granules and Its Application

Table 3

Comparison results of RMSE for the prediction of cooling load (mean value of 10-fold cross-validation) (: number of rules).

Methods	Number of nodes	RMSE (training)	RMSE (testing)
LR	—	3.180	3.208
MLP	36	3.176	3.226
RBFN	36	3.601	4.812
RBFN (CFCM) [14]	36	2.866	3.388
LM	36	3.866	4.296
Proposed incremental method
IRBFN_LSE	36	2.462	3.102
IRBFN_BP	36	2.555	3.089