Concepedia

Bayesian Dirichlet-multinomial Models

Bayesian Dirichlet-Multinomial Models is a hierarchical Bayesian model that combines the multinomial likelihood of categorical count data with a Dirichlet prior distribution to enable probabilistic inference on category probabilities while accounting for overdispersion and uncertainty in parameter estimation.

52

Publications

3.3K

Citations

138

Authors

96

Institutions

Publications per year

2017–2026

18

Parents

Publications

52

Bayesian-multiplicative treatment of count zeros in compositional data sets

Josep Antoni Martín Fernández, Karel Hron, Matthias Templ et al. · Statistical Modelling · 2014 · 284 citations

, , +16

Modelling Heterogeneity With and Without the Dirichlet Process

Peter J. Green, Sylvia Richardson · Scandinavian Journal of Statistics · 2001 · 282 citations

, , +16

Bayesian correlated clustering to integrate multiple datasets

Paul Kirk, Jim E. Griffin, Richard S. Savage et al. · Bioinformatics · 2012 · 245 citations · Full text

, , +14

Dirichlet Reputation Systems

Audun Jøsang, Jochen Haller · 2007 · 217 citations

, , +13

An introduction to the imprecise Dirichlet model for multinomial data

Jean‐Marc Bernard · International Journal of Approximate Reasoning · 2004 · 175 citations

, , +9

1–5 of 52

Authors

138

  1. ZG
    Zoubin Ghahramani

    University of Cambridge, United Kingdom

    2 publications · 371 citations

    2

    h-index

  2. MV
    Marina Vannucci

    Rice University, United States

    2 publications · 105 citations

    2

    h-index

  3. YY
    Ying Yuan

    The University of Texas MD Anderson Cancer Center, United States

    2 publications · 154 citations

    2

    h-index

  4. MD
    Matthew D. Koslovsky

    The University of Texas Health Science Center at Houston, United States

    2 publications · 33 citations

    2

    h-index

  5. GT
    GL Tian

    1 publications · 24 citations

    1

    h-index

1–5 of 138

Institutions

96

  1. The University of Texas MD Anderson Cancer Center

    Houston, United States

    3 h-index

    8 publications

    642 citations

  2. NOAA National Marine Fisheries Service

    Silver Spring, United States

    3 h-index

    7 publications

    361 citations

  3. Texas A&M University

    College Station, United States

    2 h-index

    4 publications

    124 citations

  4. University College London

    London, United Kingdom

    2 h-index

    3 publications

    214 citations

  5. University of Warwick

    Coventry, United Kingdom

    2 h-index

    6 publications

    1.2K citations

  6. Rice University

    Houston, United States

    2 h-index

    4 publications

    210 citations

  7. University of Florida

    Gainesville, United States

    2 h-index

    3 publications

    190 citations

  8. Centre National de la Recherche Scientifique

    Paris, France

    2 h-index

    2 publications

    283 citations

1–8 of 96

Venues

  1. Statistics in Medicine

    4 publications · 205 citations

    4

    h-index

  2. Biometrics

    3 publications · 64 citations

    3

    h-index

  3. Bioinformatics

    3 publications · 308 citations

    3

    h-index

  4. 2

    h-index

  5. Fisheries Research

    2 publications · 85 citations

    2

    h-index

1–5