struc2vec: Learning Node Representations from Structural Identity

@inproceedings{Ribeiro2017struc2vecLN,
  title={struc2vec: Learning Node Representations from Structural Identity},
  author={Leonardo Filipe Rodrigues Ribeiro and Pedro H. P. Saverese and Daniel R. Figueiredo},
  booktitle={KDD},
  year={2017}
}
Structural identity is a concept of symmetry in which network nodes are identified according to the network structure and their relationship to other nodes. Structural identity has been studied in theory and practice over the past decades, but only recently has it been addressed with representational learning techniques. This work presents struc2vec, a novel and flexible framework for learning latent representations for the structural identity of nodes. struc2vec uses a hierarchy to measure… CONTINUE READING

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