Table 12. Actual classification performance for WDBC dataset using NBC classifier.
Sensitivity | Specificity | GMean | PPV | F1-measure | |
---|---|---|---|---|---|
DWFS | 97.15% (±2.2%) | 93.67% (±2.55%) | 95.39% (±2.05%) | 95.99% (±2.39%) | 96.55% (±1.93%) |
MRMR+DWFS | 97.78% (±2.57%) | 80.87% (±3.73%) | 88.91% (±2.65%) | 89.38% (±3.68%) | 93.35% (±2.48%) |
JMI+DWFS | 97.78% (±2.57%) | 80.87% (±3.73%) | 88.91% (±2.65%) | 89.38% (±3.68%) | 93.35% (±2.48%) |
MRMR | 95.53% (±1.68%) | 89.36% (±8.57%) | 92.29% (±3.94%) | 93.4% (±5.83%) | 94.36% (±2.73%) |
JMI | 97.48% (±2.19%) | 80.35% (±4.13%) | 88.47% (±2.2%) | 89.14% (±3.41%) | 93.08% (±1.97%) |
WEKA | 98.11% (±1.2%) | 92.4% (±4.14%) | 95.18% (±1.65%) | 95.28% (±3.38%) | 96.63% (±1.25%) |
FST3 | 94.97% (±3.62%) | 82.21% (±6.1%) | 88.26% (±2.09%) | 89.92% (±3.51%) | 92.29% (±1.62%) |
ALL Features | 95.02% (±3.69%) | 90.53% (±5.63%) | 92.67% (±2.09%) | 94.13% (±4.1%) | 94.48% (±1.82%) |
Correlation-baseline | 96.59% (±1.39%) | 92.84% (±4.99%) | 94.67% (±2.65%) | 95.45% (±3.54%) | 95.99% (±2.06%) |