Skip to main content

Table 6 Link prediction results with best parameter settings for each algorithm: batch: Graph Factorization (GF), Node2Vec, DeepWalk (DW), online: degree, online Graph Factorization (GF), and the best of StreamWalk (SW) and SecondOrder (SO)

From: Node embeddings in dynamic graphs

data degree GF DW Node2Vec online GF SW/SO
enron 0.0212 0.0381 0.0259 0.0279 0.0943 0.0955
linux 0.0731 0.0469 0.0482 0.0482 0.1163 0.0997
facebook 0.0092 0.0094 0.0201 0.0201 0.0109 0.0298
  1. Best performing methods are marked boldface