Table 14.
Dataset | MLP | DBN | SAE | ||||||
---|---|---|---|---|---|---|---|---|---|
MedLine | Prec | Rec | F-score | Prec | Rec | F-score | Prec | Rec | F-score |
| |||||||||
(1) | 0.6515 | 0.6220 | 0.6364 | 0.5464 | 0.6866 | 0.6085 | 0.6728 | 0.6214 | 0.6461 |
(2) | 0.5972 | 0.7454 | 0.6631 | 0.6119 | 0.7377 | 0.6689 | 0.6504 | 0.7261 | 0.6862 |
(3) | 0.6193 | 0.6927 | 0.6540 | 0.6139 | 0.6575 | 0.6350 | 0.6738 | 0.6518 | 0.6626 |
| |||||||||
Average | 0.6227 | 0.6867 | 0.6512 | 0.5907 | 0.6939 | 0.6375 | 0.6657 | 0.6665 | 0.6650 |
| |||||||||
DrugBank | Prec | Rec | F-score | Prec | Rec | F-score | Prec | Rec | F-score |
| |||||||||
(1) | 0.6973 | 0.6107 | 0.6512 | 0.6952 | 0.5847 | 0.6352 | 0.6081 | 0.6036 | 0.6059 |
(2) | 0.6961 | 0.6736 | 0.6847 | 0.6937 | 0.6479 | 0.6700 | 0.6836 | 0.6768 | 0.6802 |
(3) | 0.6976 | 0.6193 | 0.6561 | 0.6968 | 0.5929 | 0.6406 | 0.6033 | 0.6050 | 0.6042 |
| |||||||||
Average | 0.6970 | 0.6345 | 0.664 | 0.6952 | 0.6085 | 0.6486 | 0.6317 | 0.6285 | 0.6301 |