C. elegans | Mouse | Human | All-miRNA | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Method | Sen | Spe | MCC | Sen | Spe | MCC | Sen | Spe | MCC | Sen | Spe | MCC | Average MCC |
OC-SVM | 0.73 | 0.93 | 0.67 | 0.80 | 0.93 | 0.74 | 0.72 | 0.99 | 0.74 | 0.69 | 0.91 | 0.62 | 0.70 |
OC-Gaussian | 0.84 | 0.93 | 0.77 | 0.89 | 0.93 | 0.82 | 0.82 | 0.99 | 0.82 | 0.82 | 0.99 | 0.82 | 0.81 |
OC-Kmeans | 0.79 | 0.93 | 0.73 | 0.85 | 0.92 | 0.77 | 0.89 | 0.92 | 0.81 | 0.89 | 0.80 | 0.69 | 0.75 |
OC-PCA | 0.87 | 0.89 | 0.76 | 0.88 | 0.92 | 0.80 | 0.90 | 0.79 | 0.69 | 0.90 | 0.86 | 0.76 | 0.77 |
OC-KNN | 0.90 | 0.86 | 0.76 | 0.90 | 0.92 | 0.82 | 0.90 | 0.96 | 0.86 | 0.90 | 0.93 | 0.83 | 0.82 |
Two-Class | |||||||||||||
Naïve Bayes | 0.89 | 0.93 | 0.82 (125) | 0.93 | 0.97 | 0.90 (200) | 0.99 | 0.92 | 0.92 (300) | 0.97 | 0.96 | 0.93 (4000) | 0.88 |
SVM | 0.90 | 0.97 | 0.87 (200) | 0.95 | 0.98 | 0.93 (500) | 0.99 | 0.99 | 0.98 (300) | 0.98 | 0.95 | 0.93 (900) | 0.92 |