struc2vec: Learning Node Representations from Structural Identity

11 Apr 2017  ·  Leonardo F. R. Ribeiro, Pedro H. P. Saverese, Daniel R. Figueiredo ·

Implementation and experiments of graph embedding algorithms.deep walk,LINE(Large-scale Information Network Embedding),node2vec,SDNE(Structural Deep Network Embedding),struc2vec..

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Datasets


Results from the Paper


Task Dataset Model Metric Name Metric Value Global Rank Result Benchmark
Node Classification BlogCatalog Struc2vec Accuracy 22.80% # 4
Macro-F1 0.216 # 3
Node Classification Wikipedia Struc2vec Accuracy 21.10% # 2
Macro-F1 0.190 # 2

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