Table 5.
Class | Size | False positives | Carry over false positives | Precision | New precision | Recall | Carry over false negatives | New recall | ROC area |
---|---|---|---|---|---|---|---|---|---|
1.1 | 81 | 4 | 10 | 95.06 | 84.61 | 95.1 | 15 | 80.20 | 0.96 |
1.2 | 81 | 5 | 10 | 93.98 | 83.87 | 96.3 | 10 | 85.71 | 0.96 |
1.3 | 81 | 7 | 10 | 91.76 | 82.11 | 96.3 | 7 | 88.63 | 0.99 |
1.4 | 81 | 2 | 10 | 97.44 | 86.36 | 93.8 | 6 | 87.35 | 0.96 |
1.5 | 34 | 3 | 5 | 91.18 | 79.48 | 91.2 | 14 | 64.58 | 0.89 |
1.10 | 43 | 0 | 7 | 100 | 86 | 100 | 1 | 97.72 | 0.98 |
1.16 | 35 | 0 | 5 | 100 | 86.48 | 91.4 | 4 | 82.05 | 0.98 |
2.1 | 38 | 0 | 6 | 100 | 86 | 97.37 | 10 | 77.08 | 0.96 |
2.2 | 45 | 0 | 7 | 100 | 86.5 | 100 | 0 | 100.00 | 0.97 |
2.3 | 23 | 0 | 4 | 100 | 85.2 | 100 | 17 | 57.50 | 0.96 |
2.4 | 44 | 1 | 7 | 97.73 | 84.3 | 97.72 | 6 | 86.00 | 0.99 |
2.5 | 43 | 4 | 7 | 91.49 | 79.6 | 100 | 6 | 87.75 | 0.98 |
2.6 | 36 | 3 | 6 | 91.89 | 79.1 | 94.44 | 13 | 69.38 | 0.95 |
2.7 | 36 | 1 | 6 | 96.77 | 81.1 | 83.33 | 3 | 76.92 | 0.94 |
2.8 | 37 | 4 | 6 | 89.47 | 77.3 | 91.89 | 8 | 75.55 | 0.89 |
3.1 | 35 | 1 | 8 | 96.97 | 78.05 | 91.43 | 8 | 74.41 | 0.97 |
3.2 | 45 | 2 | 10 | 95.74 | 78.95 | 100 | 100.00 | 0.95 | |
3.3 | 34 | 1 | 8 | 96.97 | 78.05 | 94.18 | 11 | 71.11 | 0.94 |
3.4 | 46 | 2 | 10 | 95.56 | 78.18 | 93.48 | 3 | 87.75 | 0.93 |
3.5 | 42 | 0 | 10 | 100 | 79.17 | 90.48 | 4 | 82.60 | 0.97 |
3.6 | 44 | 3 | 10 | 93.62 | 77.2 | 100 | 2 | 95.65 | 0.97 |
3.7 | 20 | 3 | 4 | 86.96 | 74.07 | 100 | 6 | 76.92 | 0.92 |
3.8 | 13 | 1 | 2 | 92.31 | 80 | 92.3 | 5 | 66.66 | 0.90 |
3.11 | 18 | 1 | 4 | 94.44 | 77.27 | 94.45 | 94.44 | 0.97 | |
4.1 | 76 | 4 | 11 | 94.87 | 83.15 | 97.37 | 12 | 84.09 | 0.99 |
4.2 | 78 | 4 | 11 | 95 | 83.51 | 97.44 | 15 | 81.72 | 0.98 |
4.3 | 90 | 4 | 13 | 95.7 | 83.97 | 98.89 | 1 | 97.80 | 0.97 |
4.4 | 41 | 1 | 6 | 97.37 | 84.09 | 90.24 | 5 | 80.43 | 0.97 |
4.6 | 42 | 2 | 6 | 94.87 | 82.22 | 88.1 | 7 | 75.51 | 0.96 |
4.99 | 43 | 2 | 6 | 95.24 | 83.33 | 93.02 | 3 | 86.95 | 0.97 |
5.1 | 83 | 2 | 10 | 97.59 | 87.1 | 97.6 | 8 | 89.01 | 0.98 |
5.2 | 39 | 1 | 4 | 97.5 | 88.63 | 100 | 9 | 81.25 | 0.99 |
5.3 | 78 | 1 | 8 | 98.73 | 89.65 | 100 | 16 | 82.97 | 1.00 |
5.4 | 40 | 2 | 5 | 94.87 | 84.1 | 92.5 | 9 | 75.51 | 0.97 |
5.5 | 40 | 0 | 5 | 100 | 88.63 | 97.5 | 9 | 79.59 | 0.98 |
6.1 | 207 | 2 | 18 | 99.04 | 91.19 | 100 | 1 | 99.51 | 1.00 |
6.2 | 73 | 1 | 6 | 98.61 | 91.02 | 97.26 | 19 | 77.17 | 0.98 |
6.3 | 72 | 3 | 6 | 95.65 | 88 | 91.67 | 13 | 77.64 | 0.95 |
6.4 | 35 | 5 | 3 | 86.49 | 80 | 91.43 | 1 | 88.88 | 0.94 |
Overall | 2072 | 82 | 290 | 95.67 | 83.01 | 95.34 | 287 | 82.670 | 0.96 |
Carry over false positives and negatives from level two classifier experiments are taken into account while calculating precision and recall in level three. The distribution of the carry over false positives is factored by the number of test sequences in the respective sub-classes, in order to conserve the sequence distribution