Table 4 Relative performance of machine learning algorithm across all therapy-recommendation combinations
Algorithm | Median rank |
|---|---|
Multiclass ADTree (Bagged) | 2.0 |
J48 decision tree (Bagged) | 3.0 |
Ripple down rules (Bagged) | 3.0 |
Multiclass ADTree | 5.0 |
SVM, polynomial kernel (Bagged) | 6.0 |
SVM, radial basis function kernel (Bagged) | 7.0 |
SVM, polynomial kernel | 7.0 |
SVM, radial basis function kernel | 9.0 |
Naive Bayes classifier (Bagged) | 9.0 |
Logistic regression (Bagged) | 10.0 |
Naive Bayes classifier | 11.0 |
J48 decision tree | 11.0 |
Decision table | 12.0 |
Logistic regression | 14.0 |
Nearest neighbour classifier | 14.0 |
Ripple down rules | 16.0 |
OneR (Bagged) | 17.0 |
OneR | 17.0 |