Table 5.
Dataset\algorithm | ABC [27] | WOA [33] | MMPSO [28] | MVO [34] | GOA [35] | GA [21] | GGA-MLP | |
---|---|---|---|---|---|---|---|---|
Parkinson | Avg | 0.7914 | 0.6734 | 0.7583 | 0.8460 | 0.8126 | 0.7865 | 0.7914 |
Std | 0.0805 | 0.0845 | 0.0632 | 0.0668 | 0.0798 | 0.0521 | 0.0601 | |
Best | 0.9310 | 0.8276 | 0.8621 | 0.9655 | 0.9655 | 0.8621 | 0.8966 | |
| ||||||||
ILPD | Avg | 0.4570 | 0.4222 | 0.4565 | 0.4126 | 0.4218 | 0.3546 | 0.4788 |
Std | 0.0064 | 0.0000 | 0.0031 | 0.0040 | 0.0083 | 0.0092 | 0.001 | |
Best | 0.4889 | 0.4222 | 0.4667 | 0.4222 | 0.4444 | 0.3778 | 0.4889 | |
| ||||||||
Diabetes | Avg | 0.6934 | 0.6521 | 0.5987 | 0.6965 | 0.7012 | 0.7051 | 0.7124 |
Std | 0.0621 | 0.0264 | 0.0743 | 0.0086 | 0.0043 | 0.0218 | 0.0723 | |
Best | 0.7670 | 0.6990 | 0.7184 | 0.7184 | 0.7184 | 0.7476 | 0.7767 | |
| ||||||||
Vertebral Column | Avg | 0.8026 | 0.8126 | 0.7962 | 0.8264 | 0.8556 | 0.8432 | 0.8643 |
Std | 0.0756 | 0.0316 | 0.0528 | 0.0254 | 0.0404 | 0.031 | 0.0264 | |
Best | 0.8889 | 0.8519 | 0.8519 | 0.8519 | 0.8889 | 0.8889 | 0.8889 | |
| ||||||||
Spambase | Avg | 0.6653 | 0.6521 | 0.7587 | 0.7865 | 0.7917 | 0.7664 | 0.8942 |
Std | 0.0085 | 0.0321 | 0.0262 | 0.0322 | 0.0853 | 0.0912 | 0.0010 | |
Best | 0.7040 | 0.7291 | 0.7943 | 0.8227 | 0.8763 | 0.8629 | 0.9064 | |
| ||||||||
QSAR Biodegradation | Avg | 0.6514 | 0.6954 | 0.7256 | 0.7381 | 0.8216 | 0.7021 | 0.8126 |
Std | 0.0954 | 0.0732 | 0.0063 | 0.0057 | 0.0156 | 0.0378 | 0.0054 | |
Best | 0.7826 | 0.7899 | 0.7681 | 0.7681 | 0.8768 | 0.7826 | 0.8478 | |
| ||||||||
Blood Transfusion | Avg | 0.7265 | 0.7355 | 0.7543 | 0.7632 | 0.8123 | 0.8011 | 0.8268 |
Std | 0.0765 | 0.0032 | 0.0082 | 0.0028 | 0.0014 | 0.0032 | 0.0021 | |
Best | 0.7653 | 0.7551 | 0.7959 | 0.7857 | 0.8265 | 0.8265 | 0.8367 | |
| ||||||||
HTRU2 | Avg | 0.9452 | 0.9542 | 0.9702 | 0.9678 | 0.9721 | 0.9724 | 0.9742 |
Std | 0.0031 | 0.0026 | 0.0016 | 0.0015 | 0.0018 | 0.0015 | 0.0014 | |
Best | 0.9724 | 0.9771 | 0.9802 | 0.9712 | 0.9814 | 0.9820 | 0.9824 | |
| ||||||||
Drug Consumption: Amyl Nitrite | Avg | 0.8165 | 0.8321 | 0.8256 | 0.7982 | 0.7920 | 0.7814 | 0.7925 |
Std | 0.0076 | 0.0021 | 0.0062 | 0.0075 | 0.0168 | 0.0062 | 0.0047 | |
Best | 0.8517 | 0.8486 | 0.8454 | 0.8265 | 0.8423 | 0.8297 | 0.8297 | |
| ||||||||
Drug Consumption: Ketamine | Avg | 0.8945 | 0.9207 | 0.9112 | 0.8765 | 0.8965 | 0.8643 | 0.8621 |
Std | 0.0322 | 0.0051 | 0.0443 | 0.0556 | 0.0065 | 0.0234 | 0.0186 | |
Best | 0.9366 | 0.9437 | 0.9401 | 0.9120 | 0.9190 | 0.8944 | 0.8944 |