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Table 3 Prediction results of 10-fold cross validation for three classifiers using random over-sampling method. The total number of SAGE tags analyzed is 522, in which 261 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 91.2 99.5 82.8 99.6 85.2
C4.5 91.0 97.3 84.3 97.7 86.1
MLP 66.5 61.6 87.4 45.6 78.3