Concepedia

Outlier Detection

Outlier Detection is a data analysis technique in the field of data mining and meta-analysis that identifies individual data points significantly deviating from the expected or typical patterns within a dataset, distinguishing itself by focusing on anomalies that may indicate errors, rare events, or influential observations rather than systematic trends or central tendencies.

6.4K

Publications

469.1K

Citations

15.4K

Authors

3.5K

Institutions

Publications per year

2017–2026

2.8K

Parents

Children

Publications

6.4K

Robust Regression and Outlier Detection

Gregory F. Piepel, Peter J. Rousseeuw, Annick M. Leroy · Technometrics · 1989 · 6.2K citations

, , +16

Isolation Forest

Fei Tony Liu, Kai Ming Ting, Zhi‐Hua Zhou · 2008 · 5.6K citations

, , +14

LOF

Markus Breunig, Hans‐Peter Kriegel, Raymond T. Ng et al. · ACM SIGMOD Record · 2000 · 5.2K citations

, , +6

Clustering by fast search and find of density peaks

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

, , +13

Detecting outliers: Do not use standard deviation around the mean, use absolute deviation around the median

Christophe Leys, Christophe Ley, Olivier Klein et al. · Journal of Experimental Social Psychology · 2013 · 4K citations · Full text

, , +12

1–5 of 6.4K

Authors

15.4K

  1. AC
    Anthony C. Atkinson

    London School of Economics and Political Science, United Kingdom

    25 publications · 3.6K citations

    22

    h-index

  2. AZ
    Arthur Zimek

    Ludwig-Maximilians-Universität München, Germany

    24 publications · 5.4K citations

    22

    h-index

  3. PJ
    Peter J. Rousseeuw

    University of Antwerp, Belgium

    23 publications · 10.9K citations

    19

    h-index

  4. GP
    Guansong Pang

    Singapore Management University, Singapore

    22 publications · 1.6K citations

    18

    h-index

  5. PF
    Peter Filzmoser

    TU Wien, Austria

    22 publications · 2.2K citations

    18

    h-index

1–5 of 15.4K

Institutions

3.5K

  1. Carnegie Mellon University

    Pittsburgh, United States

    40 h-index

    122 publications

    11.6K citations

  2. Chinese Academy of Sciences

    Beijing, China

    37 h-index

    208 publications

    11.1K citations

  3. University of Illinois Urbana-Champaign

    Urbana, United States

    35 h-index

    128 publications

    18.4K citations

  4. University of Alberta

    Edmonton, Canada

    33 h-index

    87 publications

    10.7K citations

  5. Tsinghua University

    Beijing, China

    32 h-index

    180 publications

    9.4K citations

  6. University of Minnesota

    Minneapolis, United States

    32 h-index

    89 publications

    10.9K citations

  7. KU Leuven

    Leuven, Belgium

    30 h-index

    118 publications

    10.1K citations

  8. The University of Melbourne

    Melbourne, Australia

    27 h-index

    102 publications

    6.7K citations

1–8 of 3.5K

Venues

  1. Technometrics

    109 publications · 22.7K citations

    51

    h-index

  2. Journal of the American Statistical Association

    90 publications · 14.3K citations

    50

    h-index

  3. arXiv (Cornell University)

    Repository · 186 publications · 8.4K citations

    41

    h-index

  4. Expert Systems with Applications

    78 publications · 3.8K citations

    38

    h-index

  5. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 47 publications · 7.3K citations

    37

    h-index

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