Concepedia

Density-based Outlier Detection

Density-Based Outlier Detection is an outlier detection approach that identifies anomalies by distinguishing data points in regions of low density relative to their neighbors, thereby differentiating outliers based on local density deviations within the data space.

188

Publications

17.7K

Citations

531

Authors

252

Institutions

Publications per year

2017–2026

92

Parents

Publications

188

Clustering by fast search and find of density peaks

Álex Rodríguez, Alessandro Laio · Science · 2014 · 5K citations

, , +13

Hierarchical Density Estimates for Data Clustering, Visualization, and Outlier Detection

Ricardo J. G. B. Campello, Davoud Moulavi, Arthur Zimek et al. · ACM Transactions on Knowledge Discovery from Data · 2015 · 857 citations · Full text

, , +17

Density‐based clustering

Hans‐Peter Kriegel, Peer Kröger, Jörg Sander et al. · Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery · 2011 · 810 citations

, , +17

DBSCAN: Past, present and future

Saif Ur Rehman, Simon Fong, S. Sarasvady · 2014 · 591 citations

, , +14

Progress in Outlier Detection Techniques: A Survey

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

, , +12

1–5 of 188

Authors

531

  1. AZ
    Arthur Zimek

    Ludwig-Maximilians-Universität München, Germany

    5 publications · 2K citations

    5

    h-index

  2. CP
    Claudia Plant

    Ludwig-Maximilians-Universität München, Germany

    4 publications · 72 citations

    4

    h-index

  3. AG
    Anjana Gosain

    Guru Gobind Singh Indraprastha University, India

    3 publications · 47 citations

    3

    h-index

  4. JS
    Jörg Sander

    University of Alberta, Canada

    3 publications · 1.8K citations

    3

    h-index

  5. CB
    Christian Böhm

    Ludwig-Maximilians-Universität München, Germany

    3 publications · 48 citations

    3

    h-index

1–5 of 531

Institutions

252

  1. Ludwig-Maximilians-Universität München

    Munich, Germany

    5 h-index

    9 publications

    3.5K citations

  2. Xi'an Jiaotong University

    Xi'an, China

    5 h-index

    16 publications

    599 citations

  3. University of Alberta

    Edmonton, Canada

    5 h-index

    7 publications

    2.8K citations

  4. Texas A&M University

    College Station, United States

    4 h-index

    6 publications

    228 citations

  5. Tokyo Institute of Technology

    Tokyo, Japan

    4 h-index

    5 publications

    269 citations

  6. Jilin University

    Changchun, China

    4 h-index

    6 publications

    138 citations

  7. Beijing University of Posts and Telecommunications

    Beijing, China

    4 h-index

    19 publications

    752 citations

  8. Nanjing University of Aeronautics and Astronautics

    Nanjing, China

    4 h-index

    12 publications

    515 citations

1–8 of 252

Venues

  1. IEEE Access

    12 publications · 939 citations

    11

    h-index

  2. arXiv (Cornell University)

    Repository · 4 publications · 370 citations

    4

    h-index

  3. Expert Systems with Applications

    3 publications · 104 citations

    3

    h-index

  4. ACM Transactions on Knowledge Discovery from Data

    TKDD · 3 publications · 1K citations

    3

    h-index

  5. Information Sciences

    3 publications · 199 citations

    3

    h-index

1–5