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

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

Yousef et al. Algorithms for Molecular Biology 2008 3:2   doi:10.1186/1748-7188-3-2