Concepedia

Network Summarization

Network Summarization is a computational method that, as a form of network abstraction, reduces the complexity of a network by identifying and preserving its most essential structural and functional characteristics for efficient analysis and interpretation.

48

Publications

1.6K

Citations

151

Authors

75

Institutions

Publications per year

2017–2026

18

Parents

Publications

48

Discovery-driven graph summarization

Ning Zhang, Yuanyuan Tian, Jignesh M. Patel · 2010 · 131 citations

, , +12

Navigating networks by using homophily and degree

Özgür Şimşek, David Jensen · Proceedings of the National Academy of Sciences · 2008 · 117 citations · Full text

, , +17

Graph Stream Summarization

Nan Tang, Qing Chen, Prasenjit Mitra · 2016 · 103 citations

, , +16

Clustering and Summarizing Protein-Protein Interaction Networks: A Survey

Sourav S. Bhowmick, Boon Siew Seah · IEEE Transactions on Knowledge and Data Engineering · 2015 · 90 citations

, , +13

A Matrix Iteration for Dynamic Network Summaries

Peter Grindrod, Desmond J. Higham · SIAM Review · 2013 · 84 citations · Full text

, , +16

1–5 of 48

Authors

151

  1. FB
    Francesco Bonchi

    Yahoo (Spain), Spain

    3 publications · 55 citations

    3

    h-index

  2. QQ
    Qiang Qu

    Shenzhen Institutes of Advanced Technology, China

    2 publications · 54 citations

    2

    h-index

  3. AB
    Abdussalam Bannur

    University of Minnesota, United States

    2 publications · 37 citations

    2

    h-index

  4. RB
    Ricardo Baeza‐Yates

    University of Chile, Chile

    2 publications · 37 citations

    2

    h-index

  5. SA
    Selin Aviyente

    Michigan State University, United States

    2 publications · 101 citations

    2

    h-index

1–5 of 151

Institutions

75

  1. Carnegie Mellon University

    Pittsburgh, United States

    4 h-index

    5 publications

    167 citations

  2. University of Minnesota

    Minneapolis, United States

    3 h-index

    8 publications

    141 citations

  3. University of California, Santa Barbara

    Santa Barbara, United States

    2 h-index

    5 publications

    105 citations

  4. Michigan State University

    East Lansing, United States

    2 h-index

    5 publications

    267 citations

  5. Nanyang Technological University

    Singapore, Singapore

    2 h-index

    4 publications

    216 citations

  6. National Geospatial-Intelligence Agency

    Springfield, United States

    2 h-index

    4 publications

    83 citations

  7. RMIT University

    Melbourne, Australia

    2 h-index

    5 publications

    206 citations

  8. Institute for Scientific Interchange

    Turin, Italy

    2 h-index

    3 publications

    63 citations

1–8 of 75

Venues

  1. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 8 publications · 297 citations

    8

    h-index

  2. Expert Systems with Applications

    2 publications · 69 citations

    2

    h-index

  3. ACM Transactions on Knowledge Discovery from Data

    TKDD · 2 publications · 60 citations

    2

    h-index

  4. 1

    h-index

  5. IEEE Access

    1 publications · 18 citations

    1

    h-index

1–5