From: Application of an efficient Bayesian discretization method to biomedical data
Classifier | C4.5 | NB | ||
---|---|---|---|---|
Dataset | EBD (SEM) | FI (SEM) | EBD (SEM) | FI (SEM) |
1 | 100.00% (0.00) | 100.00% (0.00) | 94.94% (0.89) | 94.94% (0.97) |
2 | 90.64% (0.77) | 87.69% (0.86) | 94.36% (0.98) | 95.17% (1.05) |
3 | 70.78% (2.00) | 53.57% (2.10) | 82.44% (1.10) | 81.69% (1.14) |
4 | 84.18% (0.76) | 85.87% (0.77) | 90.10% (1.09) | 75.91% (1.09) |
5 | 49.83% (2.01) | 53.08% (2.18) | 69.97% (1.20) | 86.88% (1.12) |
6 | 83.58% (1.34) | 80.58% (1.42) | 97.76% (1.12) | 95.89% (0.92) |
7 | 92.50% (1.18) | 92.50% (1.18) | 96.67% (0.86) | 97.27% (0.86) |
8 | 55.50% (2.16) | 55.11% (2.06) | 70.94% (1.48) | 71.67% (1.43) |
9 | 90.61% (0.95) | 87.16% (0.99) | 98.98% (0.74) | 96.08% (0.94) |
10 | 75.10% (1.48) | 68.65% (1.39) | 74.35% (2.05) | 76.93% (1.81) |
11 | 70.36% (0.95) | 70.47% (0.93) | 78.25% (1.22) | 82.52% (1.20) |
12 | 57.82% (2.22) | 61.04% (2.21) | 63.47% (1.87) | 65.94% (1.88) |
13 | 66.12% (0.39) | 66.96% (0.37) | 64.89% (1.05) | 50.83% (1.02) |
14 | 57.47% (0.94) | 64.13% (1.06) | 67.01% (1.08) | 69.18% (1.08) |
15 | 54.94% (0.72) | 54.20% (0.74) | 54.16% (1.75) | 61.60% (1.70) |
16 | 73.17% (1.66) | 77.17% (1.79) | 92.57% (1.39) | 84.11% (1.38) |
17 | 82.71% (1.35) | 87.43% (1.21) | 88.25% (1.56) | 85.49% (1.60) |
18 | 79.38% (0.57) | 82.65% (0.57) | 88.91% (0.72) | 91.81% (0.83) |
19 | 73.00% (1.48) | 79.00% (1.30) | 85.55% (1.31) | 85.89% (1.29) |
20 | 58.75% (2.09) | 58.75% (2.08) | 100.00% (0.00) | 100.00% (0.00) |
21 | 55.18% (1.26) | 62.23% (1.13) | 77.01% (0.60) | 76.10% (0.57) |
22 | 72.53% (0.96) | 66.84% (1.03) | 90.87% (0.89) | 81.15% (0.93) |
23 | 78.16% (1.04) | 76.07% (0.99) | 77.79% (1.67) | 52.49% (1.73) |
24 | 75.00% (1.78) | 70.00% (1.75) | 80.33% (1.64) | 99.86% (1.70) |
Average | 72.55% (2.81) | 72.81% (2.76) | 81.72% (2.92) | 82.40% (2.59) |