Concepedia

Collapsed Variational Inference

Collapsed Variational Inference is a variational inference method that integrates out certain latent variables from the model to improve approximation accuracy by reducing the dimensionality of the variational optimization problem.

22

Publications

932

Citations

56

Authors

27

Institutions

Publications per year

2017–2026

8

Parents

Publications

22

Collapsed Variational Inference for HDP

Yee Whye Teh, Kenichi Kurihara, Max Welling · 2007 · 146 citations

, , +16

Stochastic collapsed variational Bayesian inference for latent Dirichlet allocation

James R. Foulds, Levi Boyles, Christopher DuBois et al. · 2013 · 128 citations

, , +15

Compound Probabilistic Context-Free Grammars for Grammar Induction

Yoon Kim, Chris Dyer, Alexander M. Rush · 2019 · 127 citations · Full text

, , +16

Unsupervised Grouped Axial Data Modeling via Hierarchical Bayesian Nonparametric Models With Watson Distributions

IEEE Transactions on Pattern Analysis and Machine Intelligence · 2021 · 79 citations

, , +17

Fast Variational Inference in the Conjugate Exponential Family

James Hensman, Magnus Rattray, Neil D. Lawrence · arXiv (Cornell University) · 2012 · 78 citations · Full text

, , +16

1–5 of 22

Authors

56

  1. IS
    Issei Sato

    The University of Tokyo, Japan

    4 publications · 75 citations

    4

    h-index

  2. HN
    Hiroshi Nakagawa

    The University of Tokyo, Japan

    3 publications · 53 citations

    3

    h-index

  3. MW
    Max Welling

    University of Amsterdam, Netherlands

    2 publications · 274 citations

    2

    h-index

  4. KK
    Kenichi Kurihara

    Japan Atomic Energy Agency, Japan

    2 publications · 172 citations

    2

    h-index

  5. JH
    James Hensman

    University of Sheffield, United Kingdom

    2 publications · 128 citations

    2

    h-index

1–5 of 56

Institutions

27

  1. The University of Tokyo

    Tokyo, Japan

    5 h-index

    10 publications

    167 citations

  2. University of Amsterdam

    Amsterdam, The Netherlands

    3 h-index

    3 publications

    200 citations

  3. University of Oxford

    Oxford, United Kingdom

    2 h-index

    4 publications

    68 citations

  4. University of Sheffield

    Sheffield, United Kingdom

    2 h-index

    4 publications

    256 citations

  5. University of California, Irvine

    Irvine, United States

    2 h-index

    5 publications

    658 citations

  6. University of Manchester

    Manchester, United Kingdom

    2 h-index

    2 publications

    128 citations

  7. Concordia University

    Montreal, Canada

    2 h-index

    3 publications

    109 citations

  8. Yandex (Russia)

    Moscow, Russia

    1 h-index

    1 publications

    13 citations

1–8 of 27

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 106 citations

    3

    h-index

  2. 3

    h-index

  3. Neurocomputing

    1 publications · 15 citations

    1

    h-index

  4. Oxford University Research Archive (ORA) (University of Oxford)

    Repository · 1 publications · 24 citations

    1

    h-index

  5. 1

    h-index

1–5