Concepedia

Outlier Imputation

Outlier Imputation is a methodological technique within outlier treatment that replaces extreme or anomalous data values with substituted values derived from a specified statistical or machine learning procedure to preserve data integrity and mitigate distortion in downstream analyses.

39

Publications

1.6K

Citations

152

Authors

84

Institutions

Publications per year

2017–2026

21

Parents

Publications

39

Assessing regression to the mean effects in health care initiatives

Ariel Linden · BMC Medical Research Methodology · 2013 · 193 citations · Full text

, , +14

A comparative study of evaluating missing value imputation methods in label-free proteomics

Liang Jin, Yingtao Bi, Chenqi Hu et al. · Scientific Reports · 2021 · 170 citations · Full text

, , +14

A Stacked Machine and Deep Learning-Based Approach for Analysing Electricity Theft in Smart Grids

Inam Ullah Khan, Nadeem Javeid, C. James Taylor et al. · IEEE Transactions on Smart Grid · 2021 · 132 citations · Full text

, , +17

Bayesian analysis of outlier problems using the Gibbs sampler

Isabella Verdinelli, Larry Wasserman · Statistics and Computing · 1991 · 119 citations

, , +15

Replacing Outliers and Missing Values from Activated Sludge Data Using Kohonen Self-Organizing Map

Rabee Rustum, Adebayo J. Adeloye · Journal of Environmental Engineering · 2007 · 86 citations

, , +16

1–5 of 39

Authors

152

  1. KS
    Kijung Shin

    Korea Advanced Institute of Science and Technology, South Korea

    2 publications · 41 citations

    2

    h-index

  2. JH
    Jongmin Han

    Sungkyunkwan University, South Korea

    1 publications · 21 citations

    1

    h-index

  3. SL
    Saskia le Cessie

    Leiden University Medical Center, Netherlands

    1 publications · 49 citations

    1

    h-index

  4. NG
    Nophar Geifman

    University of Manchester, United Kingdom

    1 publications · 38 citations

    1

    h-index

  5. HY
    Hong Yeon Cho

    Hanyang University, South Korea

    1 publications · 16 citations

    1

    h-index

1–5 of 152

Institutions

84

  1. Korea Advanced Institute of Science and Technology

    Daejeon, South Korea

    2 h-index

    4 publications

    82 citations

  2. KU Leuven

    Leuven, Belgium

    2 h-index

    6 publications

    186 citations

  3. University of Toronto

    Toronto, Canada

    1 h-index

    3 publications

    84 citations

  4. Middle East Technical University

    Ankara, Türkiye

    1 h-index

    1 publications

    20 citations

  5. Bilkent University

    Ankara, Türkiye

    1 h-index

    2 publications

    40 citations

  6. Pontificia Universidad Javeriana

    Bogotá, Colombia

    1 h-index

    1 publications

    12 citations

  7. Health Sciences Centre

    Winnipeg, Canada

    1 h-index

    3 publications

    84 citations

  8. Princess Nourah bint Abdulrahman University

    Riyadh, Saudi Arabia

    1 h-index

    3 publications

    78 citations

1–8 of 84

Venues

  1. BMC Medical Research Methodology

    2 publications · 225 citations

    2

    h-index

  2. Expert Systems with Applications

    1 publications · 21 citations

    1

    h-index

  3. SoftwareX

    1 publications · 16 citations

    1

    h-index

  4. Spatial Economic Analysis

    SEA · 1 publications · 21 citations

    1

    h-index

  5. Journal of Environmental Engineering

    1 publications · 86 citations

    1

    h-index

1–5