Research Article
GGA-MLP: A Greedy Genetic Algorithm to Optimize Weights and Biases in Multilayer Perceptron
Table 4
Comparison results of classification accuracy of MLP trained using ABC, WOA, MMPSO, MVO, GOA, GA, and GGA-MLP.
| Dataset\algorithm | ABC [27] | WOA [33] | MMPSO [28] | MVO [34] | GOA [35] | GA [21] | GGA-MLP |
| Parkinson | Avg | 0.8042 | 0.7538 | 0.7481 | 0.9023 | 0.9294 | 0.8209 | 0.8666 | Std | 0.062 | 0.0955 | 0.0609 | 0.0667 | 0.0531 | 0.0670 | 0.0772 | Best | 0.9189 | 0.8649 | 0.8378 | 0.9459 | 0.9730 | 0.8919 | 0.9189 |
| ILPD | Avg | 0.6991 | 0.7009 | 0.7006 | 0.7000 | 0.7141 | 0.7018 | 0.7196 | Std | 0.0047 | 0.0000 | 0.0016 | 0.0021 | 0.0201 | 0.0208 | 0.0302 | Best | 0.7009 | 0.7009 | 0.7009 | 0.7094 | 0.7607 | 0.7265 | 0.7863 |
| Diabetes | Avg | 0.7416 | 0.7246 | 0.6647 | 0.7568 | 0.7576 | 0.7563 | 0.7697 | Std | 0.0317 | 0.0296 | 0.0615 | 0.0263 | 0.0285 | 0.0267 | 0.0255 | Best | 0.8039 | 0.7516 | 0.7647 | 0.7843 | 0.7778 | 0.7974 | 0.8301 |
| Vertebral Column | Avg | 0.8376 | 0.8504 | 0.7954 | 0.8453 | 0.8631 | 0.8317 | 0.8851 | Std | 0.0632 | 0.0472 | 0.0639 | 0.0389 | 0.0353 | 0.0467 | 0.0365 | Best | 0.8871 | 0.9032 | 0.8387 | 0.8710 | 0.8710 | 0.9032 | 0.9355 |
| Spambase | Avg | 0.7639 | 0.7491 | 0.8202 | 0.8432 | 0.8564 | 0.8465 | 0.9176 | Std | 0.0295 | 0.0409 | 0.0279 | 0.0327 | 0.0239 | 0.0214 | 0.0176 | Best | 0.7935 | 0.8152 | 0.8533 | 0.8761 | 0.9120 | 0.9022 | 0.9370 |
| QSAR Biodegradation | Avg | 0.7166 | 0.7329 | 0.7216 | 0.7564 | 0.8656 | 0.8049 | 0.8498 | Std | 0.0698 | 0.0777 | 0.0563 | 0.0538 | 0.0302 | 0.0336 | 0.0422 | Best | 0.8104 | 0.8246 | 0.7867 | 0.8104 | 0.9052 | 0.8483 | 0.8957 |
| Blood Transfusion | Avg | 0.7613 | 0.7800 | 0.7736 | 0.7976 | 0.8345 | 0.8342 | 0.8479 | Std | 0.03503 | 0.00526 | 0.0210 | 0.005 | 0.0045 | 0.0059 | 0.0039 | Best | 0.7800 | 0.7867 | 0.7933 | 0.8133 | 0.8533 | 0.8400 | 0.8667 |
| HTRU2 | Avg | 0.9454 | 0.9678 | 0.9747 | 0.9656 | 0.9786 | 0.9799 | 0.9805 | Std | 0.0225 | 0.0037 | 0.0015 | 0.0014 | 0.0022 | 0.0012 | 0.0010 | Best | 0.9701 | 0.9763 | 0.9779 | 0.9712 | 0.9810 | 0.9816 | 0.9827 |
| Drug Consumption: Amyl Nitrite | Avg | 0.8298 | 0.8363 | 0.8359 | 0.8168 | 0.8242 | 0.8198 | 0.8356 | Std | 0.0219 | 0.0013 | 0.0087 | 0.0202 | 0.0410 | 0.0113 | 0.0012 | Best | 0.8435 | 0.8488 | 0.8462 | 0.8329 | 0.8541 | 0.8355 | 0.8462 |
| Drug Consumption: Ketamine | Avg | 0.8243 | 0.8216 | 0.8221 | 0.8032 | 0.8268 | 0.8111 | 0.8204 | Std | 0.0162 | 0.0121 | 0.0129 | 0.0264 | 0.0301 | 0.0119 | 0.0116 | Best | 0.8462 | 0.8435 | 0.8462 | 0.8276 | 0.8541 | 0.8276 | 0.8382 |
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