Parameters | Code converter method before optimization | SVD optimization | With EM optimization | With MEM optimization |
---|---|---|---|---|
Heursure soft thresholding | ||||
 Risk level classification rate (%) | 66.1 | 87.21 | 89.03 | 90.46 |
 Weighted delay (s) | 2.47 | 1.91 | 2.19 | 2.08 |
 Falsealarm rate/set | 11.93 | 9.94 | 4.16 | 4.93 |
 Performance index% | 52.82 | 82.64 | 87.88 | 89.82 |
 Sensitivity | 85.39 | 90.05 | 96.27 | 95.07 |
 Specificity | 78.28 | 97.16 | 92.76 | 95.4 |
 Average detection | 78.875 | 93.61 | 94.51 | 95.23 |
 Relative risk | 1.166 | 0.926 | 1.037 | 0.996 |
 Quality value | 13.54 | 20.16 | 20.12 | 20.85 |
Minimax soft thresholding | ||||
 Risk level classification rate (%) | 64.63 | 85.22 | 89.48 | 93.97 |
 Weighted delay (s) | 2.53 | 1.7 | 2.15 | 2.06 |
 Falsealarm rate/set | 15.1 | 14.77 | 4.6 | 3.5 |
 Performance index% | 44.52 | 79.43 | 88.15 | 93.4 |
 Sensitivity | 82.31 | 85.25 | 95.4 | 96.71 |
 Specificity | 76.81 | 100 | 94.08 | 97.26 |
 Average detection | 78.875 | 92.625 | 94.74 | 96.98 |
 Relative risk | 1.166 | 0.85 | 1.014 | 0.994 |
 Quality value | 12.11 | 19.36 | 20.09 | 22.54 |
Rigsure soft thresholding | ||||
 Risk level classification rate (%) | 66.34 | 88.49 | 90.9 | 92.22 |
 Weighted delay (s) | 2.52 | 1.77 | 2.01 | 2.1 |
 Falsealarm rate/set | 13.78 | 11.5 | 5.48 | 4.16 |
 Performance index% | 49.11 | 84.18 | 89.93 | 91.25 |
 Sensitivity | 84.35 | 88.49 | 94.74 | 95.83 |
 Specificity | 78.23 | 100 | 96.16 | 96.83 |
 Average detection | 78.875 | 94.45 | 95.45 | 96.33 |
 Relative risk | 1.166 | 0.88 | 0.992 | 0.989 |
 Quality value | 12.91 | 20.44 | 20.32 | 21.42 |
Sqtwolog soft thresholding | ||||
 Risk level classification rate (%) | 65.34 | 77.69 | 84.65 | 88.38 |
 Weighted delay (s) | 2.96 | 2.806 | 2.34 | 2.3 |
 Falsealarm rate/set | 6.96 | 1.42 | 4.49 | 2.74 |
 Performance index% | 46.89 | 66.58 | 82.12 | 86.87 |
 Sensitivity | 91.34 | 98.57 | 95.5 | 97.26 |
 Specificity | 70.82 | 79.11 | 89.15 | 91.12 |
 Average detection | 78.875 | 88.84 | 92.325 | 94.19 |
 Relative risk | 1.166 | 1.245 | 1.07 | 1.06 |
 Quality value | 13.22 | 17.82 | 18.77 | 20.22 |