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@GemsLab

GEMS Lab: Graph Exploration & Mining at Scale, University of Michigan

Code repository for work by the GEMS Lab: https://gemslab.github.io/research/

Pinned

  1. REGAL Public

    Representation learning-based graph alignment based on implicit matrix factorization and structural embeddings

    Python 69 14

  2. Summarization of static graphs using the Minimum Description Length principle

    Python 25 16

  3. Framework for latent network summarization: bridging network embedding and summarization

    Python 11 2

  4. KGist Public

    Knowledge Graph summarization for anomaly/error detection & completion (WebConf '20)

    Python 17 6

  5. GroupINN Public

    GNN with summarization/grouping layer for speed and interpretability

    Python 10 4

  6. Slides and code for the Morgan Claypool book on "Individual and Collective Graph Mining: Principles, Algorithms and Applications"

    15 8

Repositories

  • StrucEmbedding-GraphLibrary Public

    The SEMB library is an easy-to-use tool for getting and evaluating structural node embeddings in graphs.

    Python 9 1 1 2 Updated Jan 13, 2022
  • LinkWaldo Public

    Select a set of pairs to check in link prediction from the vast, sparse space of possible pairs

    Python 3 0 0 0 Updated Oct 20, 2021
  • CPGNN Public
    Python 11 1 0 0 Updated Oct 10, 2021
  • H2GCN Public

    Boost learning for GNNs from the graph structure under challenging heterophily settings. (NeurIPS'20)

    Python 47 9 1 0 Updated Oct 10, 2021
  • RefiNA Public
    Python 0 MIT 0 0 0 Updated Jun 2, 2021
  • REGAL Public

    Representation learning-based graph alignment based on implicit matrix factorization and structural embeddings

    Python 69 MIT 14 7 0 Updated Mar 30, 2021
  • PhUSION Public
    Python 1 1 0 0 Updated Mar 3, 2021
  • GroupINN Public

    GNN with summarization/grouping layer for speed and interpretability

    Python 10 4 0 1 Updated Feb 21, 2021
  • CONE-Align Public

    Network alignment using proximity-preserving node embedding and subspace alignment

    Python 0 2 1 0 Updated Jan 4, 2021
  • PENminer Public

    Measuring the persistence of activity snippets in evolving networks (KDD '20)

    Python 6 3 0 0 Updated Aug 26, 2020