Table 1 Link prediction task in citation networks
From: Joint embedding of structure and features via graph convolutional networks
Method | Cora | CiteSeer | PubMed | |||
|---|---|---|---|---|---|---|
AUC | AP | AUC | AP | AUC | AP | |
SC | 84.6 ±0.01 | 88.5 ±0.00 | 80.5 ±0.01 | 85.0 ±0.01 | 84.2 ±0.02 | 87.8 ±0.01 |
DW | 83.1 ±0.01 | 85.0 ±0.00 | 80.5 ±0.02 | 83.6 ±0.01 | 84.4 ±0.00 | 84.1 ±0.00 |
GAE | 91.0 ±0.02 | 92.0 ±0.03 | 89.5 ±0.04 | 89.9 ±0.05 | 96.4 ±0.00 | 96.5 ±0.00 |
VGAE | 91.4 ±0.01 | 92.6 ±0.01 | 90.8 ±0.02 | 92.0 ±0.02 | 94.4 ±0.02 | 94.7 ±0.02 |
AN2VEC-0 | 89.5 ±0.01 | 90.6 ±0.01 | 91.2 ±0.01 | 91.5 ±0.02 | 91.8 ±0.01 | 93.2 ±0.01 |
AN2VEC-16 | 89.4 ±0.01 | 90.2 ±0.01 | 91.1 ±0.01 | 91.3 ±0.02 | 92.1 ±0.01 | 92.8 ±0.01 |
AN2VEC-S-0 | 92.9 ±0.01 | 93.4 ±0.01 | 94.3 ±0.01 | 94.8 ±0.01 | 95.1 ±0.01 | 95.4 ±0.01 |
AN2VEC-S-16 | 93.0 ±0.01 | 93.5 ±0.00 | 94.9 ±0.00 | 95.1 ±0.00 | 93.1 ±0.01 | 93.1 ±0.01 |