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Table 3 Comparison of results (%) of whole-genome functional classification. Values are derived from the mean of 5 random repetitions of 5-fold cross-validation.

From: Systematic gene function prediction from gene expression data by using a fuzzy nearest-cluster method

Method

Run 1

Run 2

Run 3

Run 4

Run 5

Mean

L-SVM

35.30

34.82

34.02

34.02

34.08

34.45

RBF-SVM

53.20

53.20

51.80

52.44

52.92

52.71

KNN

50.90

50.98

51.14

51.54

50.74

51.06

FNC

56.76

56.52

56.02

56.98

56.50

56.56