Research Article
GGA-MLP: A Greedy Genetic Algorithm to Optimize Weights and Biases in Multilayer Perceptron
Table 7
Comparison of performances of classifiers.
| Dataset\algorithm | Logistic regression | Naïve Bayes | Decision tree | BP | GGA-MLP |
| Parkinson | Avg | 0.8205 | 0.6154 | 0.8162 | 0.8496 | 0.8666 | Std | — | — | 0.0316 | 0.0089 | 0.0772 | Best | 0.8205 | 0.6154 | 0.8718 | 0.8718 | 0.9189 |
| ILPD | Avg | 0.7094 | 0.5128 | 0.6786 | 0.7179 | 0.7196 | Std | — | — | 0.0203 | — | 0.0302 | Best | 0.7094 | 0.5128 | 0.7179 | 0.7179 | 0.7863 |
| Diabetes | Avg | 0.7403 | 0.7597 | 0.6541 | 0.7558 | 0.7697 | Std | | | 0.0113 | 0.0122 | 0.0255 | Best | 0.7403 | 0.7597 | 0.6818 | 0.7857 | 0.8301 |
| Vertebral Column | Avg | 0.8065 | 0.7097 | 0.6398 | 0.8500 | 0.8851 | Std | — | — | 0.0191 | 0.0128 | 0.0365 | Best | 0.8065 | 0.7097 | 0.6774 | 0.8871 | 0.9355 |
| Spambase | Avg | 0.9054 | 0.8239 | 0.9092 | 0.9241 | 0.9176 | Std | — | — | 0.0040 | 0.0022 | 0.0176 | Best | 0.9054 | 0.8239 | 0.9185 | 0.9283 | 0.9370 |
| QSAR Biodegradation | Avg | 0.8436 | 0.6682 | 0.8052 | 0.8561 | 0.8498 | Std | — | — | 0.0107 | 0.0105 | 0.0422 | Best | 0.8436 | 0.6682 | 0.8246 | 0.8720 | 0.8957 |
| Blood Transfusion | Avg | 0.7867 | 0.7733 | 0.8267 | 0.7600 | 0.8479 | Std | — | — | — | 0.0063 | 0.0039 | Best | 0.7867 | 0.7733 | 0.8267 | 0.7733 | 0.8667 |
| HTRU2 | Avg | 0.9765 | 0.9411 | 0.9624 | 0.9703 | 0.9805 | Std | — | — | 0.0013 | 0.0014 | 0.0010 | Best | 0.9765 | 0.9411 | 0.9645 | 0.9724 | 0.9827 |
| Drug Consumption: Amyl Nitrite | Avg | 0.7931 | 0.6976 | 0.6943 | 0.7926 | 0.8356 | Std | — | — | 0.0088 | 0.0098 | 0.0012 | Best | 0.7931 | 0.6976 | 0.7135 | 0.8090 | 0.8462 |
| Drug Consumption: Ketamine | Avg | 0.7931 | 0.7454 | 0.7080 | 0.7724 | 0.8204 | Std | — | — | 0.0243 | 0.0216 | 0.0116 | Best | 0.7931 | 0.7454 | 0.7268 | 0.8011 | 0.8382 |
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