Table 16. Actual classification performance for Leukemia dataset using NBC classifier.
Sensitivity | Specificity | GMean | PPV | F1-measure | |
---|---|---|---|---|---|
DWFS | 100% (±0%) | 90% (±22.36%) | 94.14% (±13.1%) | 96.92% (±6.88%) | 98.33% (±3.73%) |
MRMR+DWFS | 84.85% (±5.19%) | 58.5% (±30.9%) | 68.31% (±18.71%) | 77.16% (±19.03%) | 79.86% (±11.78%) |
JMI+DWFS | 94.44% (±7.86%) | 90% (±13.69%) | 91.99% (±9.08%) | 92.62% (±12.38%) | 93.34% (±9.54%) |
MRMR | 83.43% (±6.6%) | 79.17% (±31.18%) | 79.93% (±21.17%) | 88.99% (±11.61%) | 86% (±8.39%) |
JMI | 100% (±0%) | 95% (±11.18%) | 97.32% (±5.99%) | 98.33% (±3.73%) | 99.13% (±1.94%) |
WEKA | 92.22% (±7.45%) | 79.17% (±18.63%) | 85.01% (±12.05%) | 91.44% (±5.31%) | 91.58% (±3.61%) |
FST3 | 94.29% (±5.31%) | 75.17% (±14.79%) | 83.86% (±9.91%) | 89.44% (±2.32%) | 91.7% (±2.13%) |
ALL Features | 100% (±0%) | 95% (±11.18%) | 97.32% (±5.99%) | 98.33% (±3.73%) | 99.13% (±1.94%) |
Correlation-baseline | 95.96% (±5.58%) | 95% (±11.18%) | 95.37% (±7.57%) | 98.18% (±4.07%) | 97.01% (±4.25%) |