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Table 3 Graph embeddings

From: Unsupervised network embeddings with node identity awareness

 

Graph2vec

GAM

Subgraph2vec

Emb

ER

1.0

0.11

1.0

1.0 ±0.0

Mixed

0.432

0.004

0.983

1.0 ±0

LFR

0.002

0.0001

0.009

0.995 ±0.005

Dynamic

0.074

0.001

0.219

0.452 ±0.085

  1. Clustering results for synthetic datasets (NMI)