Concepedia

Infinite Mixture Models

Infinite Mixture Models is a Bayesian nonparametric model that extends finite mixture models by allowing a countably infinite number of components, thereby enabling flexible and data-driven inference of cluster structure without pre-specifying the number of clusters.

241

Publications

13.5K

Citations

549

Authors

307

Institutions

Publications per year

2017–2026

58

Variants

Infinite Mixture Model

Parents

Publications

241

The Infinite Gaussian Mixture Model

Carl Edward Rasmussen · 1999 · 992 citations

, , +13

PhyloBayes MPI: Phylogenetic Reconstruction with Infinite Mixtures of Profiles in a Parallel Environment

Nicolas Lartillot, Nicolas Rodrigue, Daniel Stubbs et al. · Systematic Biology · 2013 · 936 citations

, , +16

The Use of Mixture Models for the Analysis of Survival Data with Long-Term Survivors

Vernon T. Farewell · Biometrics · 1982 · 810 citations

, , +14

Infinite latent feature models and the Indian buffet process

Zoubin Ghahramani, Thomas L. Griffiths · 2005 · 553 citations

, , +15

Bayesian hierarchical clustering

Katherine Heller, Zoubin Ghahramani · 2005 · 371 citations

, , +17

1–5 of 241

Authors

549

  1. NB
    Nizar Bouguila

    Concordia University, Canada

    17 publications · 592 citations

    15

    h-index

  2. ZG
    Zoubin Ghahramani

    University of Cambridge, United Kingdom

    9 publications · 1.2K citations

    9

    h-index

  3. AS
    Antonio Salmerón

    University of Almería, Spain

    5 publications · 208 citations

    5

    h-index

  4. CP
    Christian P. Robert

    Université Paris Dauphine-PSL, France

    5 publications · 126 citations

    5

    h-index

  5. JE
    Jim E. Griffin

    University of Kent, United Kingdom

    5 publications · 167 citations

    5

    h-index

1–5 of 549

Institutions

307

  1. Concordia University

    Montreal, Canada

    14 h-index

    24 publications

    805 citations

  2. University of Kent

    Canterbury, United Kingdom

    6 h-index

    9 publications

    526 citations

  3. Taif University

    Ta'if, Saudi Arabia

    5 h-index

    9 publications

    231 citations

  4. University of Cambridge

    Cambridge, United Kingdom

    4 h-index

    10 publications

    398 citations

  5. Indiana University – Purdue University Indianapolis

    Indianapolis, United States

    4 h-index

    7 publications

    179 citations

  6. Huaqiao University

    Xiamen, China

    4 h-index

    4 publications

    75 citations

  7. University of California, Berkeley

    Berkeley, United States

    4 h-index

    5 publications

    576 citations

  8. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    7 publications

    197 citations

1–8 of 307

Venues

  1. arXiv (Cornell University)

    Repository · 12 publications · 533 citations

    11

    h-index

  2. Computational Statistics & Data Analysis

    CSDA · 8 publications · 369 citations

    8

    h-index

  3. The Annals of Statistics

    6 publications · 466 citations

    6

    h-index

  4. Statistics & Probability Letters

    6 publications · 124 citations

    6

    h-index

  5. 5

    h-index

1–5