Research Article
An Improved Artificial Neural Network Model for Effective Diabetes Prediction
Table 2
The performance analysis of the ABP-SCGNN model compared with standard ANNs models using an accuracy measure.
| Algorithms | Training accuracy (%) | Validation accuracy (%) | 5 neurons | 20 neurons | 40 neurons | 5 neurons | 20 neurons | 40 neurons |
| Multilayer perceptron | 91.6 | 93.6 | 94.9 | 90.8 | 91.9 | 93.2 | Bayesian regularized | 77.5 | 79.6 | 81 | 71 | 76.5 | 78.7 | Proposed ABP-SCGNN | 92.94 | 94.44 | 95.71 | 92.073 | 92.708 | 93.34 |
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