Concepedia

Nonparametric Bayesian Latent Variable Models

Nonparametric Bayesian Latent Variable Models is a class of probabilistic models that extends traditional latent variable models by employing Bayesian nonparametric methods to automatically infer the complexity or dimensionality of latent structures without pre-specifying fixed parametric forms.

42

Publications

1.8K

Citations

96

Authors

54

Institutions

Publications per year

2017–2026

8

Parents

Publications

42

Nonparametric Latent Feature Models for Link Prediction

Kurt T. Miller, Michael I. Jordan, Thomas L. Griffiths · 2009 · 372 citations

, , +16

Bayesian Nonparametric Matrix Factorization for Recorded Music

David M. Blei, Perry R. Cook, Matthew D. Hoffman · International Conference on Machine Learning · 2010 · 131 citations

, , +17

Nonparametric Bayesian Modeling for Multivariate Ordinal Data

Athanasios Kottas, Peter Müller, Fernando A. Quintana · Journal of Computational and Graphical Statistics · 2005 · 110 citations · Full text

, , +16

Nonparametric Bayes dynamic modelling of relational data

Daniele Durante, David B. Dunson · Biometrika · 2014 · 106 citations · Full text

, , +17

Bayesian nonparametric latent feature models

Michael I. Jordan, Kurt T. Miller · 2011 · 96 citations

, , +16

1–5 of 42

Authors

96

  1. JZ
    Jun Zhu

    Tsinghua University, China

    4 publications · 205 citations

    4

    h-index

  2. DB
    David B. Dunson

    Duke University, United States

    4 publications · 152 citations

    4

    h-index

  3. IV
    Isabel Valera

    Max Planck Institute for Software Systems, Germany

    3 publications · 54 citations

    3

    h-index

  4. TL
    Thomas L. Griffiths

    University of California, Berkeley, United States

    2 publications · 430 citations

    2

    h-index

  5. FY
    Feng Yan

    North China Electric Power University, China

    2 publications · 108 citations

    2

    h-index

1–5 of 96

Institutions

54

  1. Duke University

    Durham, United States

    5 h-index

    7 publications

    195 citations

  2. University of California, Berkeley

    Berkeley, United States

    3 h-index

    6 publications

    1.4K citations

  3. Tsinghua University

    Beijing, China

    3 h-index

    4 publications

    217 citations

  4. Statistical and Applied Mathematical Sciences Institute

    Durham, United States

    2 h-index

    3 publications

    41 citations

  5. University of California, Irvine

    Irvine, United States

    2 h-index

    7 publications

    222 citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    2 h-index

    2 publications

    72 citations

  7. Princeton University

    Princeton, United States

    2 h-index

    4 publications

    416 citations

  8. University of Padua

    Padua, Italy

    2 h-index

    2 publications

    123 citations

1–8 of 54

Venues

  1. arXiv (Cornell University)

    Repository · 8 publications · 229 citations

    8

    h-index

  2. 2

    h-index

  3. Bayesian Analysis

    2 publications · 25 citations

    2

    h-index

  4. Journal of Computational and Graphical Statistics

    JCGS · 2 publications · 131 citations

    2

    h-index

  5. Cambridge University Engineering Department Publications Database

    Repository · 1 publications · 13 citations

    1

    h-index

1–5