Concepedia

Expectation-maximization Clustering

Expectation-Maximization Clustering is a probabilistic clustering method that iteratively refines cluster assignments by alternating between estimating the probability of data points belonging to clusters (Expectation step) and updating the cluster parameters to maximize the likelihood of the observed data (Maximization step).

133

Publications

9.6K

Citations

389

Authors

202

Institutions

Publications per year

2017–2026

29

Variants

Em Clustering

Parents

Publications

133

Integrative clustering of multiple genomic data types using a joint latent variable model with application to breast and lung cancer subtype analysis

Ronglai Shen, Adam B. Olshen, Marc Ladanyi · Bioinformatics · 2009 · 891 citations · Full text

, , +17

A classification EM algorithm for clustering and two stochastic versions

Gilles Celeux, Gérard Govaert · Computational Statistics & Data Analysis · 1992 · 764 citations · Full text

, , +13

Clustering ensembles: models of consensus and weak partitions

A. Topchy, Anil K. Jain, William F. Punch · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2005 · 666 citations

, , +11

Integrative clustering of multiple genomic data types using a joint latent variable model with application to breast and lung cancer subtype analysis

Ronglai Shen, Adam B. Olshen, Marc Ladanyi · Bioinformatics · 2010 · 595 citations · Full text

, , +17

A robust EM clustering algorithm for Gaussian mixture models

Miin‐Shen Yang, Chien-Yo Lai, Chih-Ying Lin · Pattern Recognition · 2012 · 357 citations

, , +10

1–5 of 133

Authors

389

  1. EO
    Edward Omiecinski

    Georgia Institute of Technology, United States

    3 publications · 114 citations

    3

    h-index

  2. CO
    Carlos Ordońẽz

    University of Houston, United States

    3 publications · 114 citations

    3

    h-index

  3. CR
    Cory Reina

    Microsoft (United States), United States

    3 publications · 382 citations

    3

    h-index

  4. UM
    Usama M. Fayyad

    Jet Propulsion Laboratory, United States

    3 publications · 382 citations

    3

    h-index

  5. AT
    A. Topchy

    Michigan State University, United States

    2 publications · 733 citations

    2

    h-index

1–5 of 389

Institutions

202

  1. Centre National de la Recherche Scientifique

    Paris, France

    4 h-index

    7 publications

    1.1K citations

  2. Teradata (United States)

    San Diego, United States

    3 h-index

    3 publications

    114 citations

  3. Georgia Institute of Technology

    Atlanta, United States

    3 h-index

    3 publications

    114 citations

  4. Université de Technologie de Compiègne

    Compiègne, France

    3 h-index

    4 publications

    917 citations

  5. Microsoft (United States)

    Redmond, United States

    3 h-index

    5 publications

    721 citations

  6. University of California, Irvine

    Irvine, United States

    3 h-index

    6 publications

    380 citations

  7. New York University

    New York, United States

    2 h-index

    2 publications

    113 citations

  8. University of Nottingham Ningbo China

    Ningbo, China

    2 h-index

    2 publications

    25 citations

1–8 of 202

Venues

  1. Bioinformatics

    5 publications · 1.6K citations

    5

    h-index

  2. arXiv (Cornell University)

    Repository · 5 publications · 86 citations

    5

    h-index

  3. 3

    h-index

  4. Pattern Recognition

    2 publications · 469 citations

    2

    h-index

  5. Neural Computation

    2 publications · 124 citations

    2

    h-index

1–5