Concepedia

Ensemble Outlier Detection

Ensemble Outlier Detection is an outlier detection paradigm that combines multiple base outlier detection models to improve detection accuracy and robustness by leveraging the strengths of diverse individual detectors through aggregation strategies.

109

Publications

5.9K

Citations

358

Authors

183

Institutions

Publications per year

2017–2026

83

Parents

Publications

109

Progress in Outlier Detection Techniques: A Survey

Hongzhi Wang, Mohamed Jaward Bah, Mohamed Hammad · IEEE Access · 2019 · 508 citations · Full text

, , +12

Theoretical Foundations and Algorithms for Outlier Ensembles

Charų C. Aggarwal, Saket Sathe · ACM SIGKDD Explorations Newsletter · 2015 · 284 citations

, , +15

Ensembles for unsupervised outlier detection

Arthur Zimek, Ricardo J. G. B. Campello, Jörg Sander · ACM SIGKDD Explorations Newsletter · 2014 · 273 citations

, , +14

Interpreting and Unifying Outlier Scores

Hans‐Peter Kriegel, Peer Kröger, Erich Schubert et al. · 2011 · 270 citations

, , +16

Outlier Detection for Time Series with Recurrent Autoencoder Ensembles

Tung Kieu, Bin Yang, Chenjuan Guo et al. · 2019 · 268 citations · Full text

, , +17

1–5 of 109

Authors

358

  1. AZ
    Arthur Zimek

    Ludwig-Maximilians-Universität München, Germany

    6 publications · 959 citations

    6

    h-index

  2. BW
    Biao Wang

    Northeastern University, China

    4 publications · 136 citations

    4

    h-index

  3. RJ
    Ricardo J. G. B. Campello

    Universidade de São Paulo, Brazil

    4 publications · 529 citations

    4

    h-index

  4. JS
    Jörg Sander

    University of Alberta, Canada

    4 publications · 529 citations

    4

    h-index

  5. ZM
    Zhizhong Mao

    Northeastern University, China

    4 publications · 136 citations

    4

    h-index

1–5 of 358

Institutions

183

  1. University of Alberta

    Edmonton, Canada

    4 h-index

    8 publications

    1.1K citations

  2. National University of Defense Technology

    Changsha, China

    4 h-index

    15 publications

    335 citations

  3. University of Toronto

    Toronto, Canada

    4 h-index

    6 publications

    105 citations

  4. Northeastern University

    Shenyang, China

    4 h-index

    5 publications

    186 citations

  5. Ludwig-Maximilians-Universität München

    Munich, Germany

    4 h-index

    10 publications

    2K citations

  6. Carnegie Mellon University

    Pittsburgh, United States

    3 h-index

    5 publications

    287 citations

  7. Michigan State University

    East Lansing, United States

    3 h-index

    7 publications

    516 citations

  8. École de Technologie Supérieure

    Montreal, Canada

    3 h-index

    7 publications

    241 citations

1–8 of 183

Venues

  1. arXiv (Cornell University)

    Repository · 7 publications · 175 citations

    7

    h-index

  2. Expert Systems with Applications

    6 publications · 252 citations

    6

    h-index

  3. Information Fusion

    3 publications · 145 citations

    3

    h-index

  4. Knowledge-Based Systems

    3 publications · 210 citations

    3

    h-index

  5. IEEE Access

    3 publications · 596 citations

    3

    h-index

1–5