Enhanced Ant Colony Optimization with Dynamic Mutation and Ad Hoc Initialization for Improving the Design of TSK-Type Fuzzy System

Table 7

Performances of the fuzzy predictor designed by the ACODM-I and in Example 3.

Algorithms	()	()	()	()	()	()	()	()	ACODM-I ()
Training Average	0.0944	0.0391	0.0364	0.0173	0.0187	0.0184	0.0183	0.0188	0.0078
Test Average	0.0934	0.0386	0.0359	0.0171	0.0184	0.0182	0.0180	0.0186	0.0078
Test STD	0.0262	0.035	0.0347	0.0067	0.0044	0.0039	0.0037	0.0039	0.0012
Test Minimum	0.0364	0.0087	0.0102	0.0079	0.0095	0.0123	0.0097	0.0113	0.0058
Test Maximum	0.1553	0.0962	0.0962	0.0532	0.0337	0.0266	0.0294	0.0281	0.0119