Concepedia

Missing Data Identification

Missing Data Identification is a systematic method within the field of data extraction that distinguishes itself by detecting and characterizing the absence of expected data elements in a dataset, thereby enabling subsequent handling of incomplete information.

293

Publications

38.7K

Citations

748

Authors

404

Institutions

Publications per year

2017–2026

77

Parents

Publications

293

Missing data: Our view of the state of the art.

Joseph L. Schafer, J. A. Graham · Psychological Methods · 2002 · 10.9K citations

, , +17

Maximum likelihood estimation from incomplete data via the EM algorithm

A. P. Dempster · Journal of the Royal Statistical Society Series A (Statistics in Society) · 1977 · 4.5K citations

, , +15

The Prevention and Treatment of Missing Data in Clinical Trials

Roderick J. A. Little, Ralph B. D’Agostino, Michael L. Cohen et al. · New England Journal of Medicine · 2012 · 1.9K citations · Full text

, , +15

<b>missMDA</b>: A Package for Handling Missing Values in Multivariate Data Analysis

Julie Josse, François Husson · Journal of Statistical Software · 2016 · 1.3K citations · Full text

, , +16

pcaMethods—a bioconductor package providing PCA methods for incomplete data

Wolfram Stacklies, Henning Redestig, Matthias Scholz et al. · Bioinformatics · 2007 · 1.2K citations · Full text

, , +17

1–5 of 293

Authors

748

  1. FV
    Fulufhelo V. Nelwamondo

    University of Johannesburg, South Africa

    5 publications · 73 citations

    5

    h-index

  2. TM
    Tshilidzi Marwala

    University of the Witwatersrand, South Africa

    4 publications · 59 citations

    4

    h-index

  3. JW
    Jerzy W. Grzymala‐Busse

    University of Kansas, United States

    3 publications · 60 citations

    3

    h-index

  4. CK
    Craig K. Enders

    Arizona State University, United States

    3 publications · 981 citations

    3

    h-index

  5. AI
    Alf Isaksson

    KTH Royal Institute of Technology, Sweden

    3 publications · 170 citations

    3

    h-index

1–5 of 748

Institutions

404

  1. University of Pennsylvania

    Philadelphia, United States

    5 h-index

    9 publications

    2.4K citations

  2. University of Washington

    Seattle, United States

    5 h-index

    9 publications

    2.2K citations

  3. University of Michigan

    Ann Arbor, United States

    5 h-index

    12 publications

    4.1K citations

  4. Yale University

    New Haven, United States

    4 h-index

    22 publications

    1.7K citations

  5. Harbin Institute of Technology

    Harbin, China

    4 h-index

    9 publications

    155 citations

  6. University of the Witwatersrand

    Johannesburg, South Africa

    4 h-index

    9 publications

    132 citations

  7. ETH Zurich

    Zurich, Switzerland

    3 h-index

    7 publications

    200 citations

  8. McMaster University

    Hamilton, Canada

    3 h-index

    14 publications

    1.3K citations

1–8 of 404

Venues

  1. 8

    h-index

  2. Computational Statistics & Data Analysis

    CSDA · 7 publications · 321 citations

    7

    h-index

  3. Knowledge-Based Systems

    6 publications · 652 citations

    6

    h-index

  4. arXiv (Cornell University)

    Repository · 5 publications · 138 citations

    5

    h-index

  5. Psychological Methods

    5 publications · 13K citations

    5

    h-index

1–5