Concepedia

Multivariate Outlier Detection

Multivariate Outlier Detection is a methodological framework within outlier detection that identifies anomalous instances in multidimensional data spaces by considering the joint distribution of multiple attributes simultaneously, distinguishing it from univariate or bivariate approaches through its capacity to capture complex, interdependent relationships among variables.

433

Publications

45.3K

Citations

967

Authors

502

Institutions

Publications per year

2017–2026

126

Parents

Publications

433

Model-Based Clustering, Discriminant Analysis, and Density Estimation

Chris Fraley, Adrian E. Raftery · Journal of the American Statistical Association · 2002 · 4.3K citations

, , +16

Identifying careless responses in survey data.

Adam W. Meade, S. Bartholomew Craig · Psychological Methods · 2012 · 3.6K citations

, , +13

<i>Outliers in Statistical Data</i>

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

, , +14

Unmasking Multivariate Outliers and Leverage Points

Peter J. Rousseeuw, Bert C. van Zomeren · Journal of the American Statistical Association · 1990 · 1.4K citations

, , +15

MVN: An R Package for Assessing Multivariate Normality

Selçuk Korkmaz, Dinçer Göksülük, Gökmen Zararsız · The R Journal · 2014 · 1.3K citations · Full text

, , +14

1–5 of 433

Authors

967

  1. PF
    Peter Filzmoser

    TU Wien, Austria

    14 publications · 2.1K citations

    14

    h-index

  2. PJ
    Peter J. Rousseeuw

    University of Antwerp, Belgium

    10 publications · 3.2K citations

    10

    h-index

  3. AC
    Anthony C. Atkinson

    London School of Economics and Political Science, United Kingdom

    10 publications · 754 citations

    10

    h-index

  4. MR
    Marco Riani

    University of Parma, Italy

    8 publications · 433 citations

    8

    h-index

  5. AC
    Andrea Cerioli

    University of Parma, Italy

    7 publications · 473 citations

    7

    h-index

1–5 of 967

Institutions

502

  1. KU Leuven

    Leuven, Belgium

    15 h-index

    38 publications

    4.4K citations

  2. TU Wien

    Vienna, Austria

    13 h-index

    23 publications

    2K citations

  3. University of Parma

    Parma, Italy

    12 h-index

    26 publications

    1.4K citations

  4. London School of Economics and Political Science

    London, United Kingdom

    11 h-index

    12 publications

    865 citations

  5. Universidad Carlos III de Madrid

    Madrid, Spain

    11 h-index

    18 publications

    2.3K citations

  6. Vrije Universiteit Brussel

    Brussels, Belgium

    7 h-index

    12 publications

    465 citations

  7. TU Dortmund University

    Dortmund, Germany

    6 h-index

    10 publications

    659 citations

  8. University of Hong Kong

    Pok Fu Lam, Hong Kong

    6 h-index

    8 publications

    319 citations

1–8 of 502

Venues

  1. Journal of the American Statistical Association

    29 publications · 8.9K citations

    24

    h-index

  2. Computational Statistics & Data Analysis

    CSDA · 11 publications · 1.2K citations

    11

    h-index

  3. Journal of Computational and Graphical Statistics

    JCGS · 13 publications · 644 citations

    11

    h-index

  4. Technometrics

    11 publications · 1.1K citations

    11

    h-index

  5. 9

    h-index

1–5