Table 2 Five-fold cross-validation and Independent evaluation (IE) test results of the SVM method for spermatogenesis datasets.
Datasets | λ* | Five-fold cross-validation test | Independent evaluation test | ||||||
---|---|---|---|---|---|---|---|---|---|
Accuracy (%) | Sensitivity (%) | Specificity (%) | MCC (%) | Accuracy (%) | Sensitivity (%) | Specificity (%) | MCC (%) | ||
1 | 0.03 | 82.15 | 82.12 | 82.59 | 64.28 | 85.99 | 85.12 | 85.12 | 71.88 |
2 | 0.03 | 85.17 | 81.92 | 88.02 | 70.53 | 84.05 | 84.3 | 82.26 | 68.04 |
3 | 0.04 | 82.73 | 81.54 | 83.94 | 65.47 | 84.44 | 84.3 | 82.93 | 68.8 |
4 | 0.03 | 83.61 | 82.88 | 84.51 | 67.23 | 88.33 | 86.78 | 88.24 | 76.56 |
5 | 0.05 | 84.1 | 81.92 | 86.06 | 68.29 | 81.71 | 80.99 | 80.33 | 63.31 |
Average | 0.04 | 83.55 | 82.07 | 85.02 | 67.16 | 84.9 | 84.29 | 83.77 | 69.71 |