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

Table 2

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

Methods	Number of nodes	RMSE; (training)	RMSE; (testing)
LR	—	2.936	2.911
MLP	36	2.883	2.890
RBFN	36	3.707	5.199
RBFN (CFCM) [14]	36	2.767	3.106
LM	36	4.084	4.388
Proposed incremental method
IRBFN_LSE	36	2.284	2.826
IRBFN_BP	36	2.353	2.730