Algorithm | Set | Solar | Breast Cancer | Crab Gender | Ovarian Cancer | Thyroid Function | Parkinson Disease | Ionosphere |
LMA | Training | 75.7% | 100% | 100% | 100% | 99.4% | 100% | 100% |
Test | 75.5% | 90.1% | 91.4% | 89.9% | 90.2% | 81.3% | 88.3% | |
QPSO-LMA | Training | 80.9% | 100% | 100% | 100% | 99.4% | 100% | 100% |
Test | 81.0% | 93.4% | 93.9% | 94.0% | 93.6% | 84.2% | 89.7% | |
LDA | Training | 70.0% | 90.1% | 91.1% | 90.1% | 91.6% | 90.9% | 95.8% |
Test | 69.7% | 84.8% | 88.5% | 72.9% | 90.7% | 80.4% | 85.1% | |
NB | Training | 66.8% | 93.4% | 80.9% | 91.6% | 92.1% | 88.7% | 94.3% |
Test | 61.0% | 90.7% | 73.3% | 90.7% | 91.9% | 76.2% | 86.7% | |
DT | Training | 75.7% | 92.4% | 96.0% | 90.2% | 92.6% | 84.9% | 90.2% |
Test | 71.2% | 91.7% | 87.0% | 85.1% | 91.4% | 79.3% | 83.9% | |
SVM | Training | 76.9% | 94.1% | 95.0% | 96.3% | 92.8% | 92.8% | 91.3% |
Test | 74.3% | 92.2% | 91.0% | 92.5% | 92.1% | 83.4% | 87.8% | |
RF | Training | 77.8% | 94.0% | 90.8% | 97.8% | 93.0% | 88.9% | 90.1% |
Test | 75.5% | 90.8% | 86.0% | 87.8% | 92.7% | 80.4% | 88.1% | |
ABC-LMA | Training | 71.0% | 93.8% | 92.9% | 91.2% | 94.6% | 81.7% | 93.2% |
Test | 79.2% | 89.4% | 90.1% | 88.7% | 90.3% | 79.8% | 85.7% | |
APSO-LMA | Training | 77.1% | 99.9% | 95.5% | 93.9% | 91.0% | 97.1% | 96.8% |
Test | 78.1% | 90.2% | 92.0% | 90.2% | 92.5% | 80.8% | 88.4% |