Table 18. Actual classification performance for TFTF dataset using NBC classifier.
Sensitivity | Specificity | GMean | PPV | F1-measure | |
---|---|---|---|---|---|
DWFS | 84.7% (±2.79%) | 36.91% (±4.4%) | 55.82% (±3.24%) | 57.59% (±4.43%) | 68.46% (±3.2%) |
MRMR+DWFS | 74.99% (±4.17%) | 57.44% (±6.27%) | 65.49% (±3.14%) | 64.22% (±1.47%) | 69.11% (±1.15%) |
JMI+DWFS | 76.76% (±4.84%) | 48.09% (±3.91%) | 60.69% (±3.17%) | 59.91% (±3.64%) | 67.22% (±3.27%) |
MRMR | 91.2% (±3.97%) | 24.09% (±7.09%) | 46.4% (±6.83%) | 54.89% (±4.63%) | 68.41% (±3.72%) |
JMI | 88.03% (±2.76%) | 21.09% (±6.9%) | 42.62% (±6.7%) | 53.07% (±4.18%) | 66.09% (±2.82%) |
WEKA | 77.47% (±7.48%) | 57.7% (±6.58%) | 66.6% (±2.99%) | 64.95% (±4.85%) | 70.49% (±4.45%) |
FST3 | 81.18% (±3.68%) | 37.24% (±10.25%) | 54.47% (±6.35%) | 56.88% (±5.41%) | 66.68% (±3.03%) |
ALL Features | 90.08% (±3.98%) | 26.16% (±8.03%) | 48% (±7.45%) | 55.3% (±4.51%) | 68.39% (±3.23%) |
Correlation-baseline | 90.01% (±4.99%) | 25.11% (±10.71%) | 46.34% (±10.08%) | 54.99% (±5.4%) | 68.07% (±4.06%) |