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Table 3 Prediction of miRNAs in Epstein Barr Virus with the one-class methods.

From: Learning from positive examples when the negative class is undetermined- microRNA gene identification

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
  1. All-miRNA, Mouse, or Human served as training data sets. New = new miRNA predictions.