Xiao Huang - Data & Code

You are welcome to reference our papers as the source of datasets.

Attributed Network Embedding

    Attributed Network Embedding

  • Code in MATLAB.

    Reference in BibTeX:
    @conference{Huang-etal18Exploring,
    Title = {Exploring Expert Cognition for Attributed Network Embedding},
    Author = {Xiao Huang and Qingquan Song and Jundong Li and Xia Hu},
    Booktitle = {ACM International Conference on Web Search and Data Mining},
    Pages = {270--278},
    Year = {2018}}
  • Code in MATLAB & Python, both for attributed network embedding and pure network embedding.

    Reference in BibTeX:
    @article{Huang-etal18A,
    Title = {A General Embedding Framework for Heterogeneous Information Learning in Large-Scale Networks},
    Author = {Xiao Huang and Jundong Li and Na Zou and Xia Hu},
    Booktitle = {ACM Transactions on Knowledge Discovery from Data},
    Volume = {12},
    Year = {2018}}
  • Xiao Huang, Jundong Li, and Xia Hu, Accelerated Attributed Network Embedding, SDM, pages 633–641, 2017.

    Code in MATLAB & Python, both for attributed network embedding and pure network embedding.

    Reference in BibTeX:
    @conference{Huang-etal17Accelerated,
    Title = {Accelerated Attributed Network Embedding},
    Author = {Xiao Huang and Jundong Li and Xia Hu},
    Booktitle = {SIAM International Conference on Data Mining},
    Pages = {633--641},
    Year = {2017}}
  • Code in MATLAB, both for supervised and unsupervised attributed network embedding.

    Reference in BibTeX:
    @conference{Huang-etal17Label,
    Title = {Label Informed Attributed Network Embedding},
    Author = {Xiao Huang and Jundong Li and Xia Hu},
    Booktitle = {ACM International Conference on Web Search and Data Mining},
    Pages = {731--739},
    Year = {2017}}
  • Datasets.

    BlogCatalog is an undirected network with 5,196 nodes and 171,743 edges, associated with node attributes of dimension 8,189.
    Flickr is an undirected network with 7,575 nodes and 239,738 edges, associated with node attributes of dimension 12,047.
    Yelp_multilabel is an undirected network with 249,012 nodes and 1,779,803 edges, associated with node attributes of dimension 20,000.

Heterogeneous Feature Embedding

  • Xiao Huang, Qingquan Song, Fan Yang, and Xia Hu, Large-Scale Heterogeneous Feature Embedding, AAAI, 2019.

    Code in Python.

    Reference in BibTeX:
    @conference{Huang-etal19Large,
    Title = {Large-Scale Heterogeneous Feature Embedding},
    Author = {Xiao Huang and Qingquan Song and Fan Yang and Xia Hu},
    Booktitle = {AAAI Conference on Artificial Intelligence},
    Year = {2019}}

Knowledge Embedding

  • Xiao Huang, Jingyuan Zhang, Dingcheng Li, and Ping Li, Knowledge Graph Embedding Based Question Answering, WSDM, 2019.

    Code in Python.

    Reference in BibTeX:
    @conference{Huang-etal19Knowledge,
    Title = {Knowledge Graph Embedding Based Question Answering},
    Author = {Xiao Huang and Jingyuan Zhang and Dingcheng Li and Ping Li},
    Booktitle = {ACM International Conference on Web Search and Data Mining},
    Year = {2019}}