Concepedia

Mixture Model

A Mixture Model is a probabilistic model that represents the presence of subpopulations within an overall population by combining multiple probability distributions, where each component distribution corresponds to a distinct subpopulation and the model assigns latent membership probabilities to observations.

6.4K

Publications

462.9K

Citations

16.1K

Authors

3.8K

Institutions

Publications per year

2017–2026

1.7K

Variants

Mixture Models

Parents

Publications

6.4K

Inference from Iterative Simulation Using Multiple Sequences

Andrew Gelman, Donald B. Rubin · Statistical Science · 1992 · 16.7K citations · Full text

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Deciding on the Number of Classes in Latent Class Analysis and Growth Mixture Modeling: A Monte Carlo Simulation Study

Karen Nylund‐Gibson, Tihomir Asparouhov, Bengt Muthén · Structural Equation Modeling A Multidisciplinary Journal · 2007 · 10.9K citations

, , +12

Adaptive background mixture models for real-time tracking

Chris Stauffer, W. Eric L. Grimson · 2003 · 6.9K citations

, , +15

Fast and robust fixed-point algorithms for independent component analysis

Aapo Hyvärinen · IEEE Transactions on Neural Networks · 1999 · 6.3K citations

, , +14

Fitting a mixture model by expectation maximization to discover motifs in biopolymers.

Trisha L. Bailey, Charles Elkan · PubMed · 1994 · 5.1K citations

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1–5 of 6.4K

Authors

16.1K

  1. NB
    Nizar Bouguila

    Concordia University, Canada

    63 publications · 2.7K citations

    29

    h-index

  2. GJ
    Geoffrey J. McLachlan

    The University of Queensland, Australia

    47 publications · 4.1K citations

    27

    h-index

  3. JA
    John A. Cornell

    University of Florida, United States

    26 publications · 2.6K citations

    21

    h-index

  4. PD
    Paul D. McNicholas

    University of Guelph, Canada

    22 publications · 1.8K citations

    18

    h-index

  5. BG
    Bruce G. Lindsay

    Pennsylvania State University, United States

    20 publications · 5.3K citations

    18

    h-index

1–5 of 16.1K

Institutions

3.8K

  1. Carnegie Mellon University

    Pittsburgh, United States

    45 h-index

    167 publications

    26.1K citations

  2. Centre National de la Recherche Scientifique

    Paris, France

    42 h-index

    258 publications

    18.1K citations

  3. University of Michigan

    Ann Arbor, United States

    37 h-index

    132 publications

    12.3K citations

  4. Pennsylvania State University

    State College, United States

    36 h-index

    135 publications

    10.1K citations

  5. University of Illinois Urbana-Champaign

    Urbana, United States

    36 h-index

    130 publications

    11.2K citations

  6. Duke University

    Durham, United States

    35 h-index

    143 publications

    13.1K citations

  7. Tsinghua University

    Beijing, China

    34 h-index

    176 publications

    9K citations

  8. University of Washington

    Seattle, United States

    34 h-index

    110 publications

    9.6K citations

1–8 of 3.8K

Venues

  1. Journal of the American Statistical Association

    107 publications · 22.9K citations

    51

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  2. Biometrics

    97 publications · 9.5K citations

    41

    h-index

  3. Bioinformatics

    71 publications · 5.6K citations

    39

    h-index

  4. 37

    h-index

  5. arXiv (Cornell University)

    Repository · 128 publications · 5.8K citations

    37

    h-index

1–5