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Table 5 The prediction results by the five methods averaged over 13 classes

From: Gene function prediction using labeled and unlabeled data

Methods

precision (%)

recall (%)

F 1 (%)

ROC score

coverage a

AGPS

15

66

22

0.61

13 (13)

PSoL

20

18

19

0.55

12 (13)

two-class SVMs

28

10

16

0.53

11 (13)

two-class SVMs_balanced

18

36

29

0.57

10(13)

one-class SVMs

10

42

15

0.53

13 (13)

kernel integration

39

16

23

0.56

11(13)

kernel integration_balanced

11

32

24

0.59

6(13)

  1. aThe digit in the parenthesis is the true number of functional classes whereas the number outside is the number of classes that can be predicted by the corresponding method.