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Table 1 Performance comparison of the base and meta classifiers.

From: PoGO: Prediction of Gene Ontology terms for fungal proteins

Classifier

 

Sensitivity

Specificity

F-Measure

Base Classifiers

InterPro

0.1893

0.9682

0.2456

 

BLAST

0.0251

0.8547

0.0471

 

Biochemical properties

0.0099

0.9213

0.0173

 

Protein Structure

0.0795

0.9599

0.1304

Meta-classifiers

Naïve Bayes/Unbalanced

0.2620

0.9982

0.3355

 

Naïve Bayes/Balanced

0.0629

0.9358

0.1140

 

SVM/Unbalanced

0.0011

0.9273

0.0022

 

SVM/Balanced

0.0462

0.3696

0.0052

  1. Performance represents an average of all classifiers trained with each data set and is measured by 10-fold cross validation.