Concepedia

Graph Outlier Detection

Graph Outlier Detection is an outlier detection paradigm that specifically identifies anomalous instances within graph-structured data by exploiting relational topology and attribute dependencies distinct from conventional feature-based or distance-based outlier detection methods.

160

Publications

10.5K

Citations

477

Authors

211

Institutions

Publications per year

2017–2026

80

Parents

Publications

160

Graph based anomaly detection and description: a survey

Leman Akoglu, Hanghang Tong, Danai Koutra · Data Mining and Knowledge Discovery · 2014 · 1.5K citations

, , +11

Outlier detection using k-nearest neighbour graph

Ville Hautamäki, Ismo Kärkkäinen, Pasi Fränti · Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004. · 2004 · 348 citations

, , +16

Fast Memory-efficient Anomaly Detection in Streaming Heterogeneous Graphs

Emaad Manzoor, Sadegh M. Milajerdi, Leman Akoglu · 2016 · 268 citations · Full text

, , +16

Connectivity of the mutual k-nearest-neighbor graph in clustering and outlier detection

M. R. Brito, Edgar Chávez, Adolfo J. Quiróz et al. · Statistics & Probability Letters · 1997 · 249 citations

, , +13

Outlier detection using k-nearest neighbour graph

2004 · 243 citations

, , +16

1–5 of 160

Authors

477

  1. LA
    Leman Akoglu

    Carnegie Mellon University, United States

    7 publications · 2.2K citations

    7

    h-index

  2. CL
    Chang‐Tien Lu

    Virginia Tech, United States

    5 publications · 285 citations

    5

    h-index

  3. JH
    Jiawei Han

    University of Illinois Urbana-Champaign, United States

    5 publications · 390 citations

    5

    h-index

  4. CF
    Christos Faloutsos

    Carnegie Mellon University, United States

    5 publications · 412 citations

    5

    h-index

  5. JW
    Jia Wu

    Macquarie University, Australia

    4 publications · 235 citations

    4

    h-index

1–5 of 477

Institutions

211

  1. Carnegie Mellon University

    Pittsburgh, United States

    11 h-index

    18 publications

    2.7K citations

  2. University of Illinois Urbana-Champaign

    Urbana, United States

    7 h-index

    17 publications

    1.8K citations

  3. Stony Brook University

    Stony Brook, United States

    6 h-index

    8 publications

    2.6K citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    6 h-index

    13 publications

    544 citations

  5. Tsinghua University

    Beijing, China

    5 h-index

    14 publications

    1.1K citations

  6. Zhejiang University

    Hangzhou, China

    5 h-index

    11 publications

    774 citations

  7. Karlsruhe Institute of Technology

    Karlsruhe, Germany

    4 h-index

    15 publications

    1.6K citations

  8. Macquarie University

    Sydney, Australia

    4 h-index

    18 publications

    1.1K citations

1–8 of 211

Venues

  1. arXiv (Cornell University)

    Repository · 10 publications · 316 citations

    10

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 8 publications · 425 citations

    8

    h-index

  3. IEEE Transactions on Signal Processing

    4 publications · 163 citations

    4

    h-index

  4. IEEE Access

    3 publications · 67 citations

    3

    h-index

  5. Proceedings of the VLDB Endowment

    PVLDB · 2 publications · 131 citations

    2

    h-index

1–5