Table 3 Prediction of miRNAs in Epstein Barr Virus with the one-class methods.
Train | All-miRNA | Mouse | Human | Recent Human | ||||
|---|---|---|---|---|---|---|---|---|
Sen | New | Sen | New | Sen | New | Sen | New | |
OC-SVM | 0.84 (27/32) | 236 | 0.72 (23/32) | 236 | 0.81 (26/32) | 279 | 0.94 (30/32) | 198 |
OC-Gaussian | 0.88 (28/32) | 258 | 0.81 (26/32) | 233 | 0.81 (26/32) | 266 | 0.84 (27/32) | 275 |
OC-Kmeans | 0.90 (29/32) | 284 | 0.97 (31/32) | 266 | 0.78 (25/32) | 269 | 0.97 (31/32) | 271 |
OC-PCA | 0.97 (31/32) | 284 | 0.90 (29/32) | 255 | 0.90 (29/32) | 259 | 0.94 (30/32) | 283 |
OC-KNN | 0.88 (28/32) | 272 | 0.84 (27/32) | 266 | 0.81 (26/32) | 283 | 0.91 (29/32) | 269 |
naïve Bayes | 0.84 (27/32) | 165 | N/A | N/A | N/A | N/A | 0.94 (30/32) | 276 |