Concepedia

Likelihood For Mixture Models

Likelihood for Mixture Models is a statistical framework that specifies the probability of observed data under a parametric model composed of multiple subpopulations, distinguishing itself by incorporating latent component assignments and mixing proportions to account for heterogeneity in the data-generating process.

317

Publications

27.1K

Citations

518

Authors

330

Institutions

Publications per year

2017–2026

23

Parents

Publications

317

Assessing a mixture model for clustering with the integrated completed likelihood

Christophe Biernacki, Gilles Celeux, G. Govaert · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2000 · 1.5K citations

, , +14

Dealing With Label Switching in Mixture Models

Matthew Stephens · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2000 · 1.1K citations · Full text

, , +16

Estimating the components of a mixture of normal distributions

N. E. Day · Biometrika · 1969 · 824 citations

, , +16

Fitting Mixed Logit Models by Using Maximum Simulated Likelihood

Arne Risa Hole · The Stata Journal Promoting communications on statistics and Stata · 2007 · 808 citations · Full text

, , +10

Choosing starting values for the EM algorithm for getting the highest likelihood in multivariate Gaussian mixture models

Christophe Biernacki, Gilles Celeux, Gérard Govaert · Computational Statistics & Data Analysis · 2003 · 644 citations

, , +12

1–5 of 317

Authors

518

  1. GJ
    Geoffrey J. McLachlan

    The University of Queensland, Australia

    11 publications · 396 citations

    11

    h-index

  2. GC
    Gilles Celeux

    Institut national de recherche en sciences et technologies du numérique, France

    8 publications · 2.8K citations

    8

    h-index

  3. TL
    Tsung‐I Lin

    National Chung Hsing University, Taiwan

    7 publications · 541 citations

    7

    h-index

  4. MW
    Michel Wedel

    University of Groningen, Netherlands

    7 publications · 551 citations

    7

    h-index

  5. JC
    Jiahua Chen

    University of British Columbia, Canada

    7 publications · 574 citations

    7

    h-index

1–5 of 518

Institutions

330

  1. The University of Queensland

    Brisbane, Australia

    11 h-index

    19 publications

    536 citations

  2. Centre National de la Recherche Scientifique

    Paris, France

    10 h-index

    21 publications

    3.8K citations

  3. Pennsylvania State University

    State College, United States

    9 h-index

    13 publications

    750 citations

  4. University of Washington

    Seattle, United States

    8 h-index

    11 publications

    1.1K citations

  5. University of Michigan

    Ann Arbor, United States

    6 h-index

    7 publications

    579 citations

  6. National Chung Hsing University

    Taichung, Taiwan

    6 h-index

    7 publications

    360 citations

  7. Commonwealth Scientific and Industrial Research Organisation

    Canberra, Australia

    5 h-index

    6 publications

    154 citations

  8. Université de Technologie de Compiègne

    Compiègne, France

    5 h-index

    5 publications

    2.3K citations

1–8 of 330

Venues

  1. Journal of the American Statistical Association

    17 publications · 1.6K citations

    15

    h-index

  2. Biometrics

    14 publications · 1.5K citations

    14

    h-index

  3. Biometrika

    13 publications · 1.3K citations

    13

    h-index

  4. Communication in Statistics- Theory and Methods

    14 publications · 304 citations

    12

    h-index

  5. Statistics and Computing

    11 publications · 526 citations

    11

    h-index

1–5