Table 4.
Dataset | Method | Feature | ROC-AUC | PRC-AUC | AP@k |
---|---|---|---|---|---|
TWOSIDES | MLP (Rogers and Hahn, 2010) | Multimodal | 0.826 | 0.812 | 0.735 (@50) |
Node2Vec (Grover and Leskovec, 2016) | Multimodal | 0.907 | 0.889 | 0.830 (@50) | |
SumGNN (Yu et al., 2021) | Multimodal | 0.949 | 0.934 | 0.888 (@50) | |
M2REMAP(base) | Chemical | 0.901 | 0.912 | 0.897 (@50) | |
M2REMAP | Chemical | 0.986 | 0.978 | 0.993 (@50) | |
FAERS2021 | M2REMAP(base) | Chemical | 0.912 | 0.897 | 0.858 (@3) |
M2REMAP | Chemical | 0.987 | 0.985 | 0.975 (@3) | |
SIDER-FAERS (cross-year) | M2REMAP(base) | Chemical | 0.835 | 0.776 | 0.597 (@3) |
M2REMAP | Chemical | 0.912 | 0.907 | 0.859 (@3) |