Concepedia

Missing Value Treatment

Missing Value Treatment is a data preprocessing technique that specifically addresses the absence of data points in a dataset by identifying, imputing, or removing missing values to ensure the integrity and usability of the data for analysis.

27

Publications

1.8K

Citations

71

Authors

38

Institutions

Publications per year

2017–2026

7

Parents

Publications

27

Fabricating data: How substituting values for nondetects can ruin results, and what can be done about it

Dennis R. Helsel · Chemosphere · 2006 · 483 citations

, , +7

Handling Missing Values when Applying Classification Models

Maytal Saar‐Tsechansky, Foster Provost · The Faculty Digital Archive (New York University) · 2007 · 309 citations · Full text

, , +17

NAguideR: performing and prioritizing missing value imputations for consistent bottom-up proteomic analyses

Shisheng Wang, Wenxue Li, Liqiang Hu et al. · Nucleic Acids Research · 2020 · 165 citations · Full text

, , +17

Treatment of missing values in process data analysis

Syed Imtiaz, Sirish L. Shah · The Canadian Journal of Chemical Engineering · 2008 · 85 citations

, , +16

Multi-view cluster analysis with incomplete data to understand treatment effects

Guoqing Chao, Jiangwen Sun, Jin Lü et al. · Information Sciences · 2019 · 71 citations · Full text

, , +10

1–5 of 27

Authors

71

  1. LS
    Linda S. Chan

    University of Southern California, United States

    2 publications · 80 citations

    2

    h-index

  2. OJ
    Olive Jean Dunn

    University of California, Los Angeles, United States

    2 publications · 80 citations

    2

    h-index

  3. CR
    Chiang‐Shan R. Li

    Yale University, United States

    1 publications · 71 citations

    1

    h-index

  4. DB
    Debanjan Banerjee

    National Institute of Mental Health and Neurosciences, India

    1 publications · 54 citations

    1

    h-index

  5. RP
    Ryan P. McLynn

    Yale University, United States

    1 publications · 39 citations

    1

    h-index

1–5 of 71

Institutions

38

  1. Yale University

    New Haven, United States

    3 h-index

    7 publications

    557 citations

  2. University of Alberta

    Edmonton, Canada

    2 h-index

    3 publications

    183 citations

  3. University of Warsaw

    Warsaw, Poland

    1 h-index

    1 publications

    27 citations

  4. University of Technology Malaysia

    Johor Bahru, Malaysia

    1 h-index

    2 publications

    104 citations

  5. University of Eastern Finland

    Joensuu, Finland

    1 h-index

    3 publications

    183 citations

  6. Hospital for Special Surgery

    New York, United States

    1 h-index

    2 publications

    78 citations

  7. University of Windsor

    Windsor, Canada

    1 h-index

    2 publications

    22 citations

  8. Beihang University

    Beijing, China

    1 h-index

    4 publications

    56 citations

1–8 of 38

Venues

  1. 2

    h-index

  2. International Journal of Intelligent Systems

    1 publications · 13 citations

    1

    h-index

  3. Information Sciences

    1 publications · 71 citations

    1

    h-index

  4. Atmospheric Research

    1 publications · 52 citations

    1

    h-index

  5. Biometrical Journal

    1 publications · 11 citations

    1

    h-index

1–5