Concepedia

Outlier Handling

Outlier Handling is a data preprocessing technique in feature engineering that identifies and mitigates the influence of anomalous observations deviating significantly from the majority of data points to improve model robustness and accuracy.

3.3K

Publications

266.2K

Citations

8K

Authors

2.4K

Institutions

Publications per year

2017–2026

1.2K

Parents

Children

Publications

3.3K

Robust Locally Weighted Regression and Smoothing Scatterplots

William S. Cleveland · Journal of the American Statistical Association · 1979 · 10.9K citations

, , +13

A protocol for data exploration to avoid common statistical problems

Alain F. Zuur, Elena N. Ieno, Chris S. Elphick · Methods in Ecology and Evolution · 2009 · 8.1K citations · Full text

, , +17

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

Robust Recovery of Subspace Structures by Low-Rank Representation

Guangcan Liu, Zhouchen Lin, Shuicheng Yan et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2012 · 3.7K citations · Full text

, , +12

A Survey of Outlier Detection Methodologies

Jim Austin · Artificial Intelligence Review · 2004 · 3.3K citations · Full text

, , +12

1–5 of 3.3K

Authors

8K

  1. FN
    Feiping Nie

    Northwestern Polytechnical University, China

    21 publications · 1K citations

    17

    h-index

  2. PJ
    Peter J. Rousseeuw

    University of Antwerp, Belgium

    17 publications · 4.3K citations

    16

    h-index

  3. AC
    Anthony C. Atkinson

    London School of Economics and Political Science, United Kingdom

    15 publications · 2.8K citations

    15

    h-index

  4. MH
    Mia Hubert

    KU Leuven, Belgium

    14 publications · 2.1K citations

    14

    h-index

  5. JM
    Jiayi Ma

    Wuhan University, China

    13 publications · 2K citations

    13

    h-index

1–5 of 8K

Institutions

2.4K

  1. KU Leuven

    Leuven, Belgium

    27 h-index

    91 publications

    8K citations

  2. University of Minnesota

    Minneapolis, United States

    24 h-index

    48 publications

    3.7K citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    24 h-index

    63 publications

    5.4K citations

  4. Northwestern Polytechnical University

    Xi'an, China

    22 h-index

    81 publications

    3.8K citations

  5. University of British Columbia

    Vancouver, Canada

    22 h-index

    55 publications

    8.9K citations

  6. Chinese Academy of Sciences

    Beijing, China

    22 h-index

    82 publications

    4.4K citations

  7. Xi'an Jiaotong University

    Xi'an, China

    21 h-index

    78 publications

    3.4K citations

  8. Wuhan University

    Wuhan, China

    21 h-index

    100 publications

    5.2K citations

1–8 of 2.4K

Venues

  1. Journal of the American Statistical Association

    73 publications · 24.1K citations

    45

    h-index

  2. Technometrics

    72 publications · 8.2K citations

    39

    h-index

  3. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 43 publications · 9.3K citations

    36

    h-index

  4. arXiv (Cornell University)

    Repository · 88 publications · 4.3K citations

    29

    h-index

  5. IEEE Transactions on Signal Processing

    47 publications · 2.1K citations

    27

    h-index

1–5