Table 20. Actual classification performance for Medelon dataset using NBC classifier.
Sensitivity | Specificity | GMean | PPV | F1-measure | |
---|---|---|---|---|---|
DWFS | 59.49% (±3.11%) | 61.43% (±4.7%) | 60.4% (±2.65%) | 60.72% (±4.01%) | 59.99% (±2.19%) |
MRMR+DWFS | 50.76% (±8.85%) | 55.93% (±11.8%) | 52.49% (±1.58%) | 53.95% (±4.36%) | 51.71% (±4.01%) |
JMI+DWFS | 58.47% (±5.52%) | 62.84% (±6.6%) | 60.41% (±2.23%) | 61.31% (±3.95%) | 59.6% (±2.11%) |
MRMR | 52.63% (±1.12%) | 54.8% (±5.27%) | 53.66% (±2.76%) | 53.9% (±5.59%) | 53.14% (±2.9%) |
JMI | 58.59% (±1.57%) | 61.59% (±4.89%) | 60.04% (±2.69%) | 60.48% (±4.57%) | 59.44% (±2.27%) |
WEKA | 58.21% (±3.98%) | 63.57% (±6.1%) | 60.7% (±2.4%) | 61.65% (±4.6%) | 59.68% (±1.93%) |
FST3 | 57.38% (±5.38%) | 62.14% (±4.68%) | 59.58% (±2.32%) | 60.28% (±2.97%) | 58.59% (±2.03%) |
ALL Features | 57.57% (±1.53%) | 59.48% (±5.36%) | 58.47% (±2.84%) | 58.79% (±5.04%) | 58.07% (±2.6%) |
Correlation-baseline | 57.02% (±3.23%) | 62.78% (±5.23%) | 59.77% (±2.91%) | 60.57% (±5.11%) | 58.63% (±3.2%) |