Table 8. Actual classification performance for Lung cancer dataset using KNN classifier.
Sensitivity | Specificity | GMean | PPV | F1-measure | |
---|---|---|---|---|---|
DWFS | 63.52% (±10.21) | 66.39% (±13.29) | 64.82% (±10.73) | 63.49% (±17.41) | 63.14% (±13.27) |
MRMR+DWFS | 61.82% (±10.6) | 66.72% (±6.37) | 64.1% (±7.61) | 62.88% (±9.13) | 61.94% (±7.66) |
JMI+DWFS | 56.14% (±16.39) | 78.33% (±8.16) | 65.65% (±10.19) | 70.06% (±13.39) | 61.27% (±12.33) |
MRMR | 57.38% (±10.61) | 71.94% (±13.29) | 63.98% (±9.83) | 66.19% (±12.92) | 60.84% (±9.39) |
JMI | 54.96% (±16.17) | 72.17% (±11.17) | 62.43% (±11.93) | 64.29% (±17.51) | 58.41% (±14.32) |
WEKA | 61.66% (±7.95) | 63.06% (±11.61) | 62.04% (±7.44) | 60.8% (±14.68) | 60.26% (±9.33) |
FST3 | 57.63% (±9.72) | 67.06% (±5.66) | 61.82% (±4.75) | 61.37% (±9.92) | 58.88% (±8.14) |
ALL Features | 59.43% (±12.14) | 63.67% (±17.65) | 60.89% (±10.61) | 61.62% (±18.05) | 59.65% (±12.32) |
Correlation-baseline | 60.29% (±8.75) | 65.44% (±10.5) | 62.5% (±6.47) | 61.44% (±12.68) | 60.19% (±7.55) |