Concepedia

Structured Variational Inference

Structured Variational Inference is a variational inference method that, unlike mean-field approximations, explicitly incorporates rich dependency structures among latent variables by employing structured variational families guided by the model's conditional independence structure.

37

Publications

3.6K

Citations

116

Authors

54

Institutions

Publications per year

2017–2026

16

Parents

Publications

37

Graphical Models, Exponential Families, and Variational Inference

Martin J. Wainwright, Michael I. Jordan · Foundations and Trends® in Machine Learning · 2008 · 1.8K citations

, , +15

Structured Inference Networks for Nonlinear State Space Models

Rahul Krishnan, Uri Shalit, David Sontag · 2017 · 356 citations · Full text

, , +16

Sequential Neural Models with Stochastic Layers

M. Fraccaro, Søren Kaae Sønderby, Ulrich Paquet et al. · Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU) · 2016 · 164 citations · Full text

, , +16

Sequential Neural Models with Stochastic Layers

M. Fraccaro, Søren Kaae Sønderby, Ulrich Paquet et al. · arXiv (Cornell University) · 2016 · 161 citations · Full text

, , +16

A co-inference approach to robust visual tracking

Ying Wu, Thomas S. Huang · 2002 · 127 citations

, , +13

1–5 of 37

Authors

116

  1. DM
    David M. Blei

    Princeton University, United States

    3 publications · 123 citations

    3

    h-index

  2. MD
    Matthew D. Hoffman

    Adobe Systems (United States), United States

    2 publications · 90 citations

    2

    h-index

  3. SG
    Soumya Ghosh

    The University of Western Australia, Australia

    2 publications · 41 citations

    2

    h-index

  4. JM
    James M. Rehg

    Georgia Institute of Technology, United States

    2 publications · 106 citations

    2

    h-index

  5. OW
    Ole Winther

    Technical University of Denmark, Denmark

    2 publications · 325 citations

    2

    h-index

1–5 of 116

Institutions

54

  1. University of Edinburgh

    Edinburgh, United Kingdom

    4 h-index

    8 publications

    179 citations

  2. Microsoft (United States)

    Redmond, United States

    2 h-index

    2 publications

    34 citations

  3. Johns Hopkins University

    Baltimore, United States

    2 h-index

    7 publications

    104 citations

  4. Harvard University Press

    Cambridge, United States

    2 h-index

    4 publications

    120 citations

  5. New York University

    New York, United States

    2 h-index

    6 publications

    1.4K citations

  6. Alphabet (United States)

    Mountain View, United States

    2 h-index

    2 publications

    325 citations

  7. University of Copenhagen

    Copenhagen, Denmark

    2 h-index

    2 publications

    325 citations

  8. IBM (United States)

    Armonk, United States

    2 h-index

    5 publications

    83 citations

1–8 of 54

Venues

  1. arXiv (Cornell University)

    Repository · 12 publications · 539 citations

    11

    h-index

  2. 2

    h-index

  3. IEEE Transactions on Medical Imaging

    1 publications · 20 citations

    1

    h-index

  4. Foundations and Trends® in Machine Learning

    1 publications · 1.8K citations

    1

    h-index

  5. Neural Information Processing Systems

    Conference · 1 publications · 21 citations

    1

    h-index

1–5