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Table 2 Biologically interpretable classifiers ( experts ) with their corresponding Kappa value

From: geneCommittee: a web-based tool for extensively testing the discriminatory power of biologically relevant gene sets in microarray data classification

Id Classifier Biological concept Kappa
DT#1 Decision Tree (C4.5) Positive regulation of phosphatidylinositol 3-kinase cascade 0.6687
DT#2 Decision Tree (C4.5 Positive regulation of protein phosphorylation 0.6511
DT#3 Decision Tree (C4.5 Positive regulation of tumor necrosis factor production 0.6347
DT#4 Decision Tree (C4.5) Regulation of cell shape 0.6173
NBS#1 Naïve Bayes Simple Positive regulation of phosphatidylinositol 3-kinase cascade 0.6146
NBS#2 Naïve Bayes Simple Regulation of cell shape 0.6004
RF#1 Random Forest Regulation of cell shape 0.6748
IBK#1 k-Nearest Neighbours (IBk) Phagocytosis 0.6202
IBK#2 k-Nearest Neighbours (IBk) Protein homotetramerization 0.6137
IBK#3 k-Nearest Neighbours (IBk) Regulation of cell shape 0.8080