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. 2022 Feb 24;2022:4036035. doi: 10.1155/2022/4036035

Table 5.

Comparison results of specificity 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 0.7914 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