Concepedia

Bayesian Finite Mixture Models

Bayesian Finite Mixture Model is a probabilistic clustering framework that specifies a finite number of parametric component distributions, combined under a Bayesian paradigm to jointly infer latent cluster assignments and model parameters through posterior distributions.

230

Publications

14.8K

Citations

462

Authors

312

Institutions

Publications per year

2017–2026

44

Parents

Publications

230

Efficient Bayesian mixed-model analysis increases association power in large cohorts

Po‐Ru Loh, George Tucker, Brendan Bulik‐Sullivan et al. · Nature Genetics · 2015 · 1.8K citations · Full text

, , +16

A multidimensional unfolding method based on Bayes' theorem

G. D’Agostini · Nuclear Instruments and Methods in Physics Research Section A Accelerators Spectrometers Detectors and Associated Equipment · 1995 · 1.2K citations · Full text

, , +11

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

Markov Chain Monte Carlo Methods and the Label Switching Problem in Bayesian Mixture Modeling

Ajay Jasra, Chris Holmes, David A. Stephens · Statistical Science · 2005 · 687 citations · Full text

, , +16

Calculating posterior distributions and modal estimates in Markov mixture models

Siddhartha Chib · Journal of Econometrics · 1996 · 575 citations · Full text

, , +14

1–5 of 230

Authors

462

  1. NB
    Nizar Bouguila

    Concordia University, Canada

    13 publications · 589 citations

    12

    h-index

  2. KM
    Kerrie Mengersen

    Queensland University of Technology, Australia

    6 publications · 179 citations

    6

    h-index

  3. SF
    Sylvia Frühwirth‐Schnatter

    Vienna University of Economics and Business, Austria

    6 publications · 130 citations

    6

    h-index

  4. EK
    Essam K. AL-Hussaini

    Assiut University, Egypt

    5 publications · 112 citations

    5

    h-index

  5. AN
    Agostino Nobile

    University of Glasgow, United Kingdom

    4 publications · 225 citations

    4

    h-index

1–5 of 462

Institutions

312

  1. Concordia University

    Montreal, Canada

    11 h-index

    22 publications

    773 citations

  2. Centre National de la Recherche Scientifique

    Paris, France

    5 h-index

    6 publications

    96 citations

  3. Queensland University of Technology

    Brisbane, Australia

    5 h-index

    7 publications

    267 citations

  4. Université Paris Dauphine-PSL

    Paris, France

    5 h-index

    8 publications

    514 citations

  5. Vienna University of Economics and Business

    Vienna, Austria

    5 h-index

    10 publications

    229 citations

  6. University of Glasgow

    Glasgow, United Kingdom

    5 h-index

    7 publications

    736 citations

  7. Centre de Recherche en Mathématiques de la Décision

    Paris, France

    5 h-index

    8 publications

    468 citations

  8. Pennsylvania State University

    State College, United States

    4 h-index

    7 publications

    286 citations

1–8 of 312

Venues

  1. Computational Statistics & Data Analysis

    CSDA · 13 publications · 483 citations

    12

    h-index

  2. Statistics and Computing

    9 publications · 563 citations

    9

    h-index

  3. Journal of Statistical Planning and Inference

    6 publications · 215 citations

    6

    h-index

  4. The Annals of Statistics

    6 publications · 811 citations

    6

    h-index

  5. 6

    h-index

1–5