Table 2.
DDI Prediction comparison on DDI corpus training data.
Classifier | DDI Features | DDI and DGI Features | DGI Features | ||||||
---|---|---|---|---|---|---|---|---|---|
Precision | Recall | F-score | Precision | Recall | F-score | Precision | Recall | F-score | |
Bayesian network | 0.93 | 0.69 | 0.79 | 0.93 | 0.69 | 0.79 | 0.54 | 1.00 | 0.71 |
Decision tree | 0.98 | 0.63 | 0.76 | 0.83 | 0.72 | 0.77 | 0.62 | 0.61 | 0.62 |
Random tree | 0.76 | 0.77 | 0.76 | 0.79 | 0.77 | 0.78 | 0.69 | 0.71 | 0.70 |
Random forest | 0.82 | 0.78 | 0.80 | 0.84 | 0.78 | 0.81 | 0.70 | 0.71 | 0.70 |
K-nearest neighbors | 0.76 | 0.73 | 0.74 | 0.76 | 0.77 | 0.76 | 0.69 | 0.73 | 0.71 |