Concepedia

Missing Data Model Selection

Missing Data Model Selection is a model selection framework that specifically addresses the challenge of choosing optimal statistical models for categorical data in the presence of missing values by incorporating mechanisms to account for missingness patterns and their impact on model performance.

151

Publications

18.2K

Citations

467

Authors

275

Institutions

Publications per year

2017–2026

52

Parents

Publications

151

Multiple imputation using chained equations: Issues and guidance for practice

Ian R. White, Patrick Royston, Angela Wood · Statistics in Medicine · 2010 · 9.6K citations

, , +15

Pattern-Mixture Models for Multivariate Incomplete Data

Roderick J. A. Little · Journal of the American Statistical Association · 1993 · 975 citations

, , +11

Toward Best Practices in Analyzing Datasets with Missing Data: Comparisons and Recommendations

David Read Johnson, Rebekah Young · Journal of Marriage and the Family · 2011 · 495 citations

, , +17

Model averaging, missing data and multiple imputation: a case study for behavioural ecology

Shinichi Nakagawa, Robert P. Freckleton · Behavioral Ecology and Sociobiology · 2010 · 317 citations

, , +16

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

1–5 of 151

Authors

467

  1. GM
    Geert Molenberghs

    Hasselt University, Belgium

    5 publications · 169 citations

    5

    h-index

  2. JJ
    Julie Josse

    École Polytechnique, France

    4 publications · 326 citations

    4

    h-index

  3. IR
    Ian R. White

    MRC Biostatistics Unit, United Kingdom

    3 publications · 9.7K citations

    3

    h-index

  4. JR
    James R. Carpenter

    London School of Hygiene & Tropical Medicine, United Kingdom

    3 publications · 79 citations

    3

    h-index

  5. JG
    Joseph G. Ibrahim

    University of North Carolina at Chapel Hill, United States

    3 publications · 250 citations

    3

    h-index

1–5 of 467

Institutions

275

  1. University of California, Davis

    Davis, United States

    7 h-index

    17 publications

    715 citations

  2. University of Pennsylvania

    Philadelphia, United States

    6 h-index

    9 publications

    255 citations

  3. University of Wisconsin–Madison

    Madison, United States

    5 h-index

    5 publications

    308 citations

  4. MRC Biostatistics Unit

    Cambridge, United Kingdom

    4 h-index

    7 publications

    9.8K citations

  5. Harvard University

    Cambridge, United States

    4 h-index

    5 publications

    66 citations

  6. Hasselt University

    Hasselt, Belgium

    4 h-index

    9 publications

    323 citations

  7. University of California, Los Angeles

    Los Angeles, United States

    3 h-index

    5 publications

    1.5K citations

  8. Pennsylvania State University

    State College, United States

    3 h-index

    5 publications

    1.1K citations

1–8 of 275

Venues

  1. Journal of the American Statistical Association

    11 publications · 1.7K citations

    11

    h-index

  2. Computational Statistics & Data Analysis

    CSDA · 9 publications · 306 citations

    9

    h-index

  3. Statistics in Medicine

    9 publications · 9.9K citations

    9

    h-index

  4. Biometrics

    6 publications · 243 citations

    6

    h-index

  5. Journal of Multivariate Analysis

    3 publications · 72 citations

    3

    h-index

1–5