Type-2 Fuzzy Neural System for Diagnosis of Diabetes

Table 4

T2FNN simulation results using extended Pima datasets (2000 data samples).

No	Training error	Evaluation error	Test error	Accuracy	Sensitivity	Specificity	Precision
16	0.528336	0.528133	0.527380	0.806000	0.769091	0.82000	0.618421
32	0.454794	0.454406	0.452687	0.870000	0.850993	0.878223	0.751462
40	0.416043	0.415256	0.414421	0.903000	0.913851	0.898438	0.790936
48	0.394395	0.393396	0.391265	0.924500	0.914463	0.929256	0.859649
64	0.325452	0.322762	0.325419	0.959000	0.954683	0.961136	0.923977
80	0.245239	0.253867	0.250115	0.991000	0.986842	0.993161	0.986842
100	0.185096	0.219340	0.217188	0.997500	1.000000	0.996215	0.992690