struc2vec: Learning Node Representations from Structural Identity

11 Apr 2017Leonardo F. R. RibeiroPedro H. P. SavereseDaniel 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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Evaluation results from the paper

Task Dataset Model Metric name Metric value Global rank Compare
Node Classification BlogCatalog Struc2vec Accuracy 22.80% # 2
Node Classification BlogCatalog Struc2vec Macro-F1 0.216 # 2
Node Classification Wikipedia Struc2vec Accuracy 21.10% # 2
Node Classification Wikipedia Struc2vec Macro-F1 0.190 # 2