图嵌入模型综述

袁立宁, 李欣, 王晓冬, 刘钊

Graph Embedding Models: A Survey

YUAN Lining, LI Xin, WANG Xiaodong, LIU Zhao

表7 链接预测性能对比

Table 7 Performance comparison of link prediction %

Index Deepwalk GAE VGAE Linear-GAE Linear-VGAE GALA GraphSAGE MF-GCN GraphAIR AUC 80.5 89.5 90.8 91.5 91.6 94.4 93.7 92.4 95.0 AP 83.6 89.9 92.0 92.9 93.1 94.8 — — —