Research Article

Hybrid Gradient Descent Grey Wolf Optimizer for Optimal Feature Selection

Table 9

Average, maximum, and minimum metrics achieved for HGDGWO3, BGWOPSO, BGWO1, and BGWO2 on the Breast Cancer Wisconsin (Diagnostic) dataset.

Breast Cancer Wisconsin (Diagnostic)
AverageMaximumMinimum
BGWO1BGWO2BGWOPSOHGDGWOBGWO1BGWO2BGWOPSOHGDGWOBGWO1BGWO2BGWOPSOHGDGWO

Accuracy0.9620.93750.96840.953310.9825110.91230.84210.89470.8772
-measure0.96990.95110.97510.963110.9863110.93150.88310.91670.9041
Fitness values0.09110.05730.06580.070.10840.07660.09860.0870.07710.04710.03140.0555
Number of features11.722.1411.985.961641899273
Precision0.96360.93690.970.956811110.89740.80950.90.85
Sensitivity0.9770.96760.98090.970411110.91430.88570.91670.8889