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