Concepedia

Clustered Data Analysis

Clustered Data Analysis is a statistical methodology within epidemiologic methods that involves the analysis of data grouped into clusters where observations within the same cluster are non-independent due to shared characteristics or contextual effects, distinguishing it from methods assuming independent observations.

4.6K

Publications

468.5K

Citations

12.5K

Authors

3.6K

Institutions

Publications per year

2017–2026

1.3K

Variants

Analysis Of Clustered Data

Parents

Children

Publications

4.6K

Silhouettes: A graphical aid to the interpretation and validation of cluster analysis

Peter J. Rousseeuw · Journal of Computational and Applied Mathematics · 1987 · 20.7K citations

, , +7

The detection of disease clustering and a generalized regression approach.

Nathan Mantel · PubMed · 1967 · 11.7K citations · Full text

, , +16

Finding groups in data: an introduction to cluster analysis

Choice Reviews Online · 1991 · 10.6K citations

, , +16

Data clustering: 50 years beyond K-means

Anil K. Jain · Pattern Recognition Letters · 2009 · 9.2K citations

, , +12

A Cluster Separation Measure

David L. Davies, Donald W. Bouldin · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1979 · 8.8K citations

, , +12

1–5 of 4.6K

Authors

12.5K

  1. MY
    Miin‐Shen Yang

    Chung Yuan Christian University, Taiwan

    22 publications · 2.4K citations

    20

    h-index

  2. AD
    Allan Donner

    Western University, Canada

    24 publications · 2.7K citations

    19

    h-index

  3. DS
    Douglas Steinley

    University of Missouri, United States

    20 publications · 2.8K citations

    18

    h-index

  4. KH
    Karla Hemming

    University of Birmingham, United Kingdom

    17 publications · 2.3K citations

    17

    h-index

  5. FL
    Fan Li

    Yale University, United States

    17 publications · 914 citations

    17

    h-index

1–5 of 12.5K

Institutions

3.6K

  1. University of Washington

    Seattle, United States

    35 h-index

    81 publications

    14.4K citations

  2. Harvard University

    Cambridge, United States

    32 h-index

    106 publications

    8.2K citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    30 h-index

    106 publications

    9.5K citations

  4. University of Michigan

    Ann Arbor, United States

    29 h-index

    77 publications

    6.5K citations

  5. University of Missouri

    Columbia, United States

    28 h-index

    59 publications

    6K citations

  6. University College London

    London, United Kingdom

    28 h-index

    68 publications

    4.4K citations

  7. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    28 h-index

    82 publications

    4.1K citations

  8. Rutgers, The State University of New Jersey

    New Brunswick, United States

    26 h-index

    58 publications

    3.4K citations

1–8 of 3.6K

Venues

  1. Statistics in Medicine

    170 publications · 9.8K citations

    51

    h-index

  2. Biometrics

    115 publications · 18.8K citations

    50

    h-index

  3. Journal of the American Statistical Association

    96 publications · 22.9K citations

    46

    h-index

  4. Pattern Recognition

    89 publications · 7.5K citations

    44

    h-index

  5. Expert Systems with Applications

    56 publications · 4.6K citations

    37

    h-index

1–5