Concepedia

Expectation-maximization Imputation

Expectation-Maximization Imputation is a statistical imputation method that iteratively applies the expectation-maximization algorithm to estimate missing data by maximizing the likelihood of observed data under an assumed probability model.

188

Publications

15.7K

Citations

559

Authors

321

Institutions

Publications per year

2017–2026

78

Parents

Publications

188

<b>Amelia</b>II: A Program for Missing Data

James Honaker, Gary King, Matthew Blackwell · Journal of Statistical Software · 2011 · 2.5K citations · Full text

, , +16

A Monte Carlo Implementation of the EM Algorithm and the Poor Man's Data Augmentation Algorithms

Martin A. Tanner · Journal of the American Statistical Association · 1990 · 1.2K citations

, , +16

A Monte Carlo Implementation of the EM Algorithm and the Poor Man's Data Augmentation Algorithms

Greg C. G. Wei, Martin A. Tanner · Journal of the American Statistical Association · 1990 · 922 citations

, , +16

Missing data imputation using statistical and machine learning methods in a real breast cancer problem

José M. Jerez, Ignacio Molina, Pedro J. García-Laencina et al. · Artificial Intelligence in Medicine · 2010 · 604 citations

, , +14

The Calculation of Posterior Distributions by Data Augmentation: Comment: A Noniterative Sampling/Importance Resampling Alternative to the Data Augmentation Algorithm for Creating a Few Imputations When Fractions of Missing Information Are Modest: The SIR Algorithm

Donald B. Rubin · Journal of the American Statistical Association · 1987 · 428 citations

, , +17

1–5 of 188

Authors

559

  1. LD
    L. D. Dhinesh Babu

    Vellore Institute of Technology University, India

    2 publications · 39 citations

    2

    h-index

  2. LS
    Lijun Sun

    McGill University, Canada

    2 publications · 257 citations

    2

    h-index

  3. MZ
    Md Zahidul Islam

    Charles Sturt University, Australia

    2 publications · 111 citations

    2

    h-index

  4. RR
    Roozbeh Razavi‐Far

    University of Windsor, Canada

    2 publications · 154 citations

    2

    h-index

  5. LE
    Lynne E. Parker

    University of Tennessee at Knoxville, United States

    2 publications · 74 citations

    2

    h-index

1–5 of 559

Institutions

321

  1. Texas A&M University

    College Station, United States

    5 h-index

    14 publications

    445 citations

  2. Pennsylvania State University

    State College, United States

    4 h-index

    7 publications

    625 citations

  3. University of Michigan

    Ann Arbor, United States

    4 h-index

    5 publications

    101 citations

  4. University of Oxford

    Oxford, United Kingdom

    3 h-index

    9 publications

    427 citations

  5. Centre National de la Recherche Scientifique

    Paris, France

    3 h-index

    8 publications

    494 citations

  6. The University of Queensland

    Brisbane, Australia

    2 h-index

    3 publications

    69 citations

  7. National Institute of Allergy and Infectious Diseases

    Bethesda, United States

    2 h-index

    7 publications

    146 citations

  8. U.S. National Science Foundation

    Alexandria, United States

    2 h-index

    3 publications

    89 citations

1–8 of 321

Venues

  1. Journal of the American Statistical Association

    6 publications · 2.6K citations

    6

    h-index

  2. Neurocomputing

    4 publications · 318 citations

    5

    h-index

  3. Computational Statistics & Data Analysis

    CSDA · 5 publications · 136 citations

    5

    h-index

  4. 4

    h-index

  5. American Journal of Epidemiology

    AJE · 3 publications · 340 citations

    3

    h-index

1–5