Table 8 Accuracy of N-feature model classifier. The optimum classification accuracy, the mean classification accuracy and the standard deviation for the N-feature classifier (N<11).
From: Classification between normal and tumor tissues based on the pair-wise gene expression ratio
Colon cancer–Original expression data | Colon cancer–Transformed expression data | ||||||
|---|---|---|---|---|---|---|---|
Order or classifier | Optimum Accuracy* / % | Mean Accuracy* / % | Standard Deviation | Order or classifier | Optimum Accuracy* / % | Mean Accuracy* / % | Standard Deviation |
1 | 87.10% | 76.77% | 4.17% | 1 | 93.55% | 91.24% | 1.22% |
2 | 91.94% | 83.33% | 4.38% | 2 | 98.39% | 95.00% | 1.95% |
3 | 95.16% | 87.07% | 4.06% | 3 | 98.39% | 96.47% | 1.53% |
4 | 95.16% | 89.37% | 3.58% | 4 | 98.39% | 97.20% | 1.23% |
5 | 95.16% | 90.88% | 3.10% | 5 | 98.39% | 97.60% | 0.99% |
6 | 95.16% | 91.94% | 2.70% | 6 | 98.39% | 97.84% | 0.83% |
7 | 95.16% | 92.72% | 2.38% | 7 | 98.39% | 98.00% | 0.70% |
8 | 95.16% | 93.31% | 2.09% | 8 | 98.39% | 98.12% | 0.60% |
9 | 95.16% | 93.78% | 1.83% | 9 | 98.39% | 98.21% | 0.50% |
10 | 95.16% | 94.15% | 1.57% | 10 | 98.39% | 98.28% | 0.40% |
Prostate cancer–Original expression data | Prostate cancer–Transformed expression data | ||||||
Order or classifier | Optimum Accuracy* / % | Mean Accuracy* / % | Standard Deviation | Order or classifier | Optimum Accuracy* / % | Mean Accuracy* / % | Standard Deviation |
1 | 86.27% | 75.82% | 4.31% | 1 | 84.62% | 81.92% | 2.28% |
2 | 100.00% | 91.27% | 7.89% | 2 | 98.39% | 90.84% | 4.18% |
3 | 100.00% | 95.98% | 5.53% | 3 | 100.00% | 93.64% | 3.40% |
4 | 100.00% | 97.91% | 3.87% | 4 | 100.00% | 95.00% | 2.94% |
5 | 100.00% | 98.86% | 2.76% | 5 | 100.00% | 95.90% | 2.68% |
6 | 100.00% | 99.38% | 1.98% | 6 | 100.00% | 96.59% | 2.51% |
7 | 100.00% | 99.67% | 1.41% | 7 | 100.00% | 97.16% | 2.36% |
8 | 100.00% | 99.83% | 0.99% | 8 | 100.00% | 97.66% | 2.23% |
9 | 100.00% | 99.90% | 0.67% | 9 | 100.00% | 98.10% | 2.09% |
10 | 100.00% | 99.96% | 0.43% | 10 | 100.00% | 98.49% | 1.94% |