Concepedia

Graph Summarization

Graph Summarization is a graph analytics technique that belongs to the class of data reduction methods, specifically distinguished by its focus on generating a compact, lossy representation of a graph that preserves essential structural patterns, node relationships, and domain-specific properties for efficient storage, querying, and analysis.

135

Publications

7.2K

Citations

372

Authors

176

Institutions

Publications per year

2017–2026

54

Parents

Publications

135

Opinosis: A Graph Based Approach to Abstractive Summarization of Highly Redundant Opinions

Kavita Ganesan, ChengXiang Zhai, Jiawei Han · Illinois Digital Environment for Access to Learning and Scholarship (University of Illinois at Urbana-Champaign) · 2010 · 524 citations · Full text

, , +16

Efficient aggregation for graph summarization

Yuanyuan Tian, Richard A. Hankins, Jignesh M. Patel · 2008 · 440 citations

, , +15

GraphLog

Mariano P. Consens, Alberto O. Mendelzon · 1990 · 346 citations · Full text

, , +14

Graph summarization with bounded error

Saket Navlakha, Rajeev Rastogi, Nisheeth Shrivastava · 2008 · 346 citations

, , +14

D(k)-index

Qun Chen, Andrew Lim, Kian Win Ong · 2003 · 235 citations

, , +13

1–5 of 135

Authors

372

  1. DK
    Danai Koutra

    University of Michigan, United States

    9 publications · 440 citations

    9

    h-index

  2. CF
    Christos Faloutsos

    Carnegie Mellon University, United States

    8 publications · 580 citations

    8

    h-index

  3. FB
    Francesco Bonchi

    Yahoo (Spain), Spain

    6 publications · 206 citations

    6

    h-index

  4. YW
    Yinghui Wu

    Washington State University, United States

    4 publications · 180 citations

    4

    h-index

  5. AK
    Arijit Khan

    Nanyang Technological University, Singapore

    4 publications · 105 citations

    4

    h-index

1–5 of 372

Institutions

176

  1. Carnegie Mellon University

    Pittsburgh, United States

    8 h-index

    19 publications

    1.3K citations

  2. University of Michigan

    Ann Arbor, United States

    6 h-index

    14 publications

    1.5K citations

  3. University of California, Santa Barbara

    Santa Barbara, United States

    5 h-index

    14 publications

    524 citations

  4. Institute for Scientific Interchange

    Turin, Italy

    5 h-index

    6 publications

    214 citations

  5. Nanyang Technological University

    Singapore, Singapore

    5 h-index

    7 publications

    177 citations

  6. University of Illinois Urbana-Champaign

    Urbana, United States

    5 h-index

    10 publications

    2.1K citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    5 h-index

    14 publications

    430 citations

  8. IBM (United States)

    Armonk, United States

    4 h-index

    5 publications

    217 citations

1–8 of 176

Venues

  1. Proceedings of the VLDB Endowment

    PVLDB · 10 publications · 379 citations

    10

    h-index

  2. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 7 publications · 266 citations

    7

    h-index

  3. HAL (Le Centre pour la Communication Scientifique Directe)

    Repository · 2 publications · 25 citations

    2

    h-index

  4. Information Processing & Management

    2 publications · 156 citations

    2

    h-index

  5. arXiv (Cornell University)

    Repository · 2 publications · 276 citations

    2

    h-index

1–5