Research Article
Type-2 Fuzzy Neural System for Diagnosis of Diabetes
Table 5
Simulation results using Pima datasets (768 data samples).
| No | Training error | Evaluation error | Test error | Accuracy | Sensitivity | Specificity | Precision |
| 16 | 0.519818 | 0.522744 | 0.519274 | 0.825545 | 0.804545 | 0.878788 | 0.761194 | 32 | 0.479357 | 0.481281 | 0.476428 | 0.869792 | 0.85000 | 0.878788 | 0.761194 | 40 | 0.431486 | 0.433478 | 0.427994 | 0.904948 | 0.904564 | 0.905123 | 0.813433 | 48 | 0.394739 | 0.397052 | 0.391065 | 0.924479 | 0.944915 | 0.915414 | 0.832090 | 64 | 0.347143 | 0.359279 | 0.352994 | 0.955729 | 0.930147 | 0.969758 | 0.944030 | 80 | 0.299493 | 0.302788 | 0.306103 | 0.968750 | 0.984127 | 0.961240 | 0.945372 | 100 | 0.229231 | 0.251533 | 0.239876 | 0.990685 | 0.992453 | 0.990060 | 0.981343 |
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