2015

Comprehend DeepWalk as Matrix Factorization

Yang, Cheng, Liu, Zhiyuan

Understand

Word2vec, as an efficient tool for learning vector representation of words has shown its effectiveness in many natural language processing tasks.

  • Mikolov et al.
  • issued Skip-Gram and Negative Sampling model for developing this toolbox.
  • Perozzi et al.

Built on

  • Hierarchical probabilistic neural network language model

    F. Morin and Y. Bengio · 2005

    Earlier work this paper cites.

  • A scalable hierarchical distributed language model

    A. Mnih and G. E. Hinton · 2009

    Earlier work this paper cites.

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