Concepedia

Statistical Outlier Detection

Statistical Outlier Detection is a methodological framework within outlier detection that identifies anomalous observations by applying statistical models and significance tests to distinguish data points that deviate significantly from the assumed underlying distribution of the data.

1.7K

Publications

139.1K

Citations

3.8K

Authors

1.5K

Institutions

Publications per year

2017–2026

469

Parents

Publications

1.7K

Robust Regression and Outlier Detection

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

, , +16

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

Procedures for Detecting Outlying Observations in Samples

Frank E. Grubbs · Technometrics · 1969 · 3.7K citations

, , +12

<i>Outliers in Statistical Data</i>

V. Barnett, T. Lewis, Francine F. Abeles · Physics Today · 1979 · 2.8K citations

, , +14

Methods for dealing with reaction time outliers.

Roger Ratcliff · Psychological Bulletin · 1993 · 2.1K citations

, , +16

1–5 of 1.7K

Authors

3.8K

  1. AC
    Anthony C. Atkinson

    London School of Economics and Political Science, United Kingdom

    20 publications · 3.3K citations

    18

    h-index

  2. PJ
    Peter J. Rousseeuw

    University of Antwerp, Belgium

    13 publications · 8.7K citations

    13

    h-index

  3. ŞH
    Şerif Hekimoğlu

    Yıldız Technical University, Türkiye

    12 publications · 310 citations

    12

    h-index

  4. MR
    Marco Riani

    University of Parma, Italy

    11 publications · 302 citations

    11

    h-index

  5. UG
    Ursula Gather

    TU Dortmund University, Germany

    10 publications · 1.2K citations

    10

    h-index

1–5 of 3.8K

Institutions

1.5K

  1. KU Leuven

    Leuven, Belgium

    17 h-index

    46 publications

    6.4K citations

  2. University of Illinois Urbana-Champaign

    Urbana, United States

    16 h-index

    37 publications

    2.4K citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    16 h-index

    42 publications

    8.3K citations

  4. Universidad Carlos III de Madrid

    Madrid, Spain

    15 h-index

    30 publications

    1.7K citations

  5. University of Wisconsin–Madison

    Madison, United States

    15 h-index

    21 publications

    3.2K citations

  6. University of Southampton

    Southampton, United Kingdom

    14 h-index

    23 publications

    847 citations

  7. London School of Economics and Political Science

    London, United Kingdom

    13 h-index

    16 publications

    2.5K citations

  8. University of Minnesota

    Minneapolis, United States

    13 h-index

    17 publications

    2.1K citations

1–8 of 1.5K

Venues

  1. Technometrics

    81 publications · 17.7K citations

    39

    h-index

  2. Journal of the American Statistical Association

    64 publications · 8.5K citations

    39

    h-index

  3. Biometrika

    29 publications · 2.3K citations

    24

    h-index

  4. Computational Statistics & Data Analysis

    CSDA · 20 publications · 1.5K citations

    18

    h-index

  5. Journal of Computational and Graphical Statistics

    JCGS · 20 publications · 1.4K citations

    17

    h-index

1–5