Concepedia

Handling Missing Data

Handling Missing Data is a methodological framework within the domain of exponential smoothing that systematically addresses the absence of observations in time series by imputing or adjusting for missing values through adaptive smoothing mechanisms.

1K

Publications

66.6K

Citations

2.7K

Authors

1.1K

Institutions

Publications per year

2017–2026

394

Parents

Publications

1K

Analysis of Incomplete Multivariate Data

David E. Booth, Joseph L. Schafer · Technometrics · 2000 · 5.7K citations

, , +15

A comparison of inclusive and restrictive strategies in modern missing data procedures.

Linda M. Collins, Joseph L. Schafer, Chi-Ming Kam · Psychological Methods · 2001 · 2.4K citations

, , +12

Full Information Estimation in the Presence of Incomplete Data

James Arbuckle · Dialnet (Universidad de la Rioja) · 1996 · 1.7K citations

, , +13

AN APPROACH TO TIME SERIES SMOOTHING AND FORECASTING USING THE EM ALGORITHM

Robert H. Shumway, David S. Stoffer · Journal of Time Series Analysis · 1982 · 1.5K citations

, , +16

Robust smoothing of gridded data in one and higher dimensions with missing values

Damien Garcia · Computational Statistics & Data Analysis · 2009 · 1K citations · Full text

, , +11

1–5 of 1K

Authors

2.7K

  1. DB
    Donald B. Rubin

    Harvard University, United States

    9 publications · 832 citations

    9

    h-index

  2. PB
    P.M.T. Broersen

    Delft University of Technology, Netherlands

    7 publications · 198 citations

    7

    h-index

  3. JL
    Jian Li

    University of Florida, United States

    7 publications · 379 citations

    7

    h-index

  4. MR
    Mijke Rhemtulla

    University of California, Davis, United States

    6 publications · 570 citations

    6

    h-index

  5. PS
    Petre Stoica

    Uppsala University, Sweden

    6 publications · 447 citations

    6

    h-index

1–5 of 2.7K

Institutions

1.1K

  1. University of Chicago

    Chicago, United States

    14 h-index

    20 publications

    1.2K citations

  2. University of California, Los Angeles

    Los Angeles, United States

    13 h-index

    18 publications

    1.5K citations

  3. University of Florida

    Gainesville, United States

    12 h-index

    27 publications

    1.5K citations

  4. Pennsylvania State University

    State College, United States

    11 h-index

    23 publications

    10.2K citations

  5. University of Cambridge

    Cambridge, United Kingdom

    10 h-index

    16 publications

    725 citations

  6. Harvard University

    Cambridge, United States

    10 h-index

    14 publications

    1.1K citations

  7. Delft University of Technology

    Delft, The Netherlands

    10 h-index

    19 publications

    902 citations

  8. Tsinghua University

    Beijing, China

    10 h-index

    26 publications

    4.2K citations

1–8 of 1.1K

Venues

  1. Journal of the American Statistical Association

    41 publications · 3.1K citations

    26

    h-index

  2. Biometrika

    14 publications · 469 citations

    14

    h-index

  3. Computational Statistics & Data Analysis

    CSDA · 18 publications · 1.5K citations

    14

    h-index

  4. arXiv (Cornell University)

    Repository · 14 publications · 1.1K citations

    13

    h-index

  5. Neurocomputing

    11 publications · 805 citations

    11

    h-index

1–5