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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