Table 7.
Performance of NEAT versus baselines in Side Effect Discovery of Ibuprofen, Levothyroxine, and Metoformin
Methods | Ibuprofen | Levothyroxine | Metoformin | ||||||
---|---|---|---|---|---|---|---|---|---|
Pre. | Rec. | F1 | Pre. | Rec. | F1 | Pre. | Rec. | F1 | |
RF | 0.583 | 0.414 | 0.474 | 0.319 | 0.401 | 0.347 | 0.48 | 0.647 | 0.491 |
uNEAT | 0.859 | 0.371 | 0.487 | 0.505 | 0.349 | 0.404 | 0.798 | 0.361 | 0.497 |
NEAT | 0.845 | 0.427 | 0.536 | 0.549 | 0.385 | 0.443 | 0.814 | 0.365 | 0.504 |
In the Methods column, RF denotes Random Forest baseline from Bag-of-word, and uNEAT denotes User permutation baseline from NEAT. Pre., Rec. and F1 denote Precision, Recall, and F1 score, respectively.