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Table 4 Prediction results of 10-fold cross validation for three classifiers using random under-sampling method. The total number of SAGE tags analyzed is 126, in which 63 are PR enriched. Each tag is represented by 14 SAGE libraries.

From: Machine learning approaches to supporting the identification of photoreceptor-enriched genes based on expression data

Method

Ac (%)

PR-enriched

non-PR-enriched

  

Pr (%)

Se (%)

Sp (%)

Pr(%)

Kstar

61.9

61.5

63.5

60.3

62.3

C4.5

66.7

66.7

66.7

66.7

66.7

MLP

65.1

60.9

84.1

46.0

74.4