Table 7 Classification accuracy with standard deviation comparison with other state of art bireduct algorithms.
Dataset | Classifier | RBR | IFBR | CFBR | Proposed method |
|---|---|---|---|---|---|
Bank | JRip | 86.44\(\pm 3.22^4\) | 89.65\(\pm 2.31^2\) | 88.12\(\pm 2.32^3\) | 90.27\(\pm 1.15^1\) |
Marketing | RF | 89.23\(\pm 3.25^4\) | 90.22\(\pm 3.01^3\) | 91.59\(\pm 2.65^2\) | 94.37\(\pm 1.01^1\) |
Hepatitis | JRip | 86.19\(\pm 6.52^4\) | 89.24\(\pm 8.31^1\) | 87.23\(\pm 8.11^3\) | 89.14\(\pm 7.67^2\) |
| Â | RF | 92.34\(\pm 5.98^1\) | 90.34\(\pm 7.22^3\) | 89.44\(\pm 7.97^4\) | 91.86\(\pm 7.22^2\) |
dbworld | JRip | 86.41\(\pm 10.24^4\) | 87.12\(\pm 11.21^3\) | 89.21\(\pm 12.56^2\) | 91.74\(\pm 10.08^1\) |
Bodies | RF | 89.32\(\pm 9.65^4\) | 90.54\(\pm 9.98^3\) | 91.32\(\pm 10.87^2\) | 93.93\(\pm 8.32^1\) |
Arcene | JRip | 81.27\(\pm 11.12^3\) | 80.31\(\pm 8.78^4\) | 82.21\(\pm 9.95^2\) | 84.32\(\pm 9.07^1\) |
| Â | RF | 84.27\(\pm 9.32^3\) | 84.23\(\pm 7.98^4\) | 87.65\(\pm 7.43^2\) | 90.58\(\pm 6.99^1\) |
Mushroom | JRip | 92.68\(\pm 2.71^3\) | 91.12\(\pm 4.37^4\) | 93.89\(\pm 2.21^2\) | 99.95\(\pm 0.13^1\) |
| Â | RF | 95.44\(\pm 1.51^3\) | 95.21\(\pm 1.86^4\) | 97.28\(\pm 1.09^2\) | 99.99\(\pm 0.04^1\) |
qsarbio-degradation | JRip | 84.80\(\pm 3.87^{2.5}\) | 85.54\(\pm 2.54^1\) | 82.21\(\pm 2.89^4\) | 84.80\(\pm 3.87^{2.5}\) |
| Â | RF | 89.45\(\pm 3.23^3\) | 90.62\(\pm 3.87^2\) | 86.29\(\pm 2.98^4\) | 92.63\(\pm 2.43^1\) |
Fertility diagonsis | JRip | 75.59\(\pm 10.01^{4}\) | 81.41\(\pm 10.18^2\) | 83.17\(\pm 9.99^1\) | 78.44\(\pm 9.68^{3}\) |
| Â | RF | 81.43\(\pm 9.73 ^4\) | 86.23\(\pm 11.21^{2.5}\) | 86.23\(\pm 11.21^{2.5}\) | 89.04\(\pm 10.28^1\) |
Ionosphere | JRip | 91.21\(\pm 3.95^4\) | 95.55\(\pm 3.78^{1.5}\) | 92.45\(\pm 4.11^3\) | 95.55\(\pm 3.78^{1.5}\) |
| Â | RF | 95.31\(\pm 3.01^4\) | 98.12\(\pm 2.67^{1.5}\) | 96.29\(\pm 3.19^3\) | 98.12\(\pm 2.67^{1.5}\) |
Thyroid-hypothyroid | JRip | 92.41\(\pm 2.19^3\) | 91.46\(\pm 1.65^4\) | 98.22\(\pm 1.05^2\) | 99.32\(\pm 0.47^1\) |
| Â | RF | 95.41\(\pm 2.01^3\) | 93.59\(\pm 2.86^4\) | 99.11\(\pm 0.98^2\) | 99.59\(\pm 0.36^1\) |
wdbc | JRip | 95.21\(\pm 2.98^{3.5}\) | 95.21\(\pm 2.98^{3.5}\) | 96.20\(\pm 2.47^{1.5}\) | 96.20\(\pm 2.47^{1.5}\) |
| Â | RF | 96.79\(\pm 3.02^3\) | 96.28\(\pm 1.86^4\) | 97.86\(\pm 2.21^{1.5}\) | 97.86\(\pm 2.21^{1.5}\) |
Average | JRip | 3.50 | 2.60 | 2.35 | 1.55 |
Rank | RF | 3.20 | 3.10 | 2.50 | 1.20 |
F statistics | JRip | 5.68 | Â | Â | Â |
| Â | RF | 9.29 | Â | Â | Â |
