Skip to main content

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
  1. SC, DW, GAE and VGAE values are from Kipf and Welling (2016b). Error values indicate the sample standard deviation