Research Article

Type-2 Fuzzy Neural System for Diagnosis of Diabetes

Table 5

Simulation results using Pima datasets (768 data samples).

NoTraining errorEvaluation errorTest errorAccuracySensitivitySpecificityPrecision

160.5198180.5227440.5192740.8255450.8045450.8787880.761194
320.4793570.4812810.4764280.8697920.850000.8787880.761194
400.4314860.4334780.4279940.9049480.9045640.9051230.813433
480.3947390.3970520.3910650.9244790.9449150.9154140.832090
640.3471430.3592790.3529940.9557290.9301470.9697580.944030
800.2994930.3027880.3061030.9687500.9841270.9612400.945372
1000.2292310.2515330.2398760.9906850.9924530.9900600.981343