Concepedia

Finite Mixture Models

Finite Mixture Model is a probabilistic model that represents a population as a finite combination of distinct component distributions, each corresponding to a subpopulation, where the overall distribution is a weighted sum of these components with parameters governing mixture proportions and component-specific characteristics.

2.4K

Publications

261.5K

Citations

4.6K

Authors

1.8K

Institutions

Publications per year

2017–2026

464

Variants

Finite Mixture Modeling

Parents

Publications

2.4K

Maximum Likelihood from Incomplete Data Via the <i>EM</i> Algorithm

A. P. Dempster, N. M. Laird, Donald B. Rubin · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1977 · 49.7K citations

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Segmentation of brain MR images through a hidden Markov random field model and the expectation-maximization algorithm

Y. Zhang, Michael Brady, Stephen M. Smith · IEEE Transactions on Medical Imaging · 2001 · 7.3K citations · Full text

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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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Maximum Likelihood from Incomplete Data via the EM Algorithm

Digital Access to Scholarship at Harvard (DASH) (Harvard University) · 1977 · 4.5K citations · Full text

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Testing the number of components in a normal mixture

Yungtai Lo · Biometrika · 2001 · 4.5K citations

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1–5 of 2.4K

Authors

4.6K

  1. NB
    Nizar Bouguila

    Concordia University, Canada

    62 publications · 2.8K citations

    31

    h-index

  2. GJ
    Geoffrey J. McLachlan

    The University of Queensland, Australia

    30 publications · 3.2K citations

    22

    h-index

  3. BG
    Bruce G. Lindsay

    Pennsylvania State University, United States

    18 publications · 6.1K citations

    17

    h-index

  4. DZ
    Djemel Ziou

    Université de Sherbrooke, Canada

    20 publications · 1.3K citations

    17

    h-index

  5. JC
    Jiahua Chen

    University of British Columbia, Canada

    20 publications · 1.5K citations

    16

    h-index

1–5 of 4.6K

Institutions

1.8K

  1. Pennsylvania State University

    State College, United States

    31 h-index

    75 publications

    9.1K citations

  2. Concordia University

    Montreal, Canada

    28 h-index

    96 publications

    3.7K citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    27 h-index

    72 publications

    10.4K citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    23 h-index

    62 publications

    16.5K citations

  5. University of Michigan

    Ann Arbor, United States

    23 h-index

    45 publications

    3.2K citations

  6. The University of Queensland

    Brisbane, Australia

    22 h-index

    50 publications

    3.6K citations

  7. Columbia University

    New York, United States

    21 h-index

    46 publications

    3.5K citations

  8. Université de Sherbrooke

    Sherbrooke, Canada

    20 h-index

    39 publications

    2.7K citations

1–8 of 1.8K

Venues

  1. Journal of the American Statistical Association

    66 publications · 14.7K citations

    45

    h-index

  2. Computational Statistics & Data Analysis

    CSDA · 67 publications · 3.8K citations

    37

    h-index

  3. 30

    h-index

  4. The Annals of Statistics

    35 publications · 4.5K citations

    27

    h-index

  5. Statistics and Computing

    43 publications · 3.2K citations

    27

    h-index

1–5