Concepedia

Variational Density Estimation

Variational Density Estimation is a probabilistic density estimation method that formulates the approximation of an intractable data density as an optimization problem by minimizing the divergence between the true density and a parametrized family of approximate densities, typically using variational inference.

31

Publications

1.3K

Citations

92

Authors

46

Institutions

Publications per year

2017–2026

17

Parents

Publications

31

Variational Diffusion Models

Diederik P. Kingma, Tim Salimans, Ben Poole et al. · arXiv (Cornell University) · 2021 · 282 citations · Full text

, , +15

Conditional Variational Image Deraining

Yingjun Du, Jun Xu, Xiantong Zhen et al. · IEEE Transactions on Image Processing · 2020 · 100 citations · Full text

, , +12

Robust L1 Principal Component Analysis and Its Bayesian Variational Inference

Junbin Gao · Neural Computation · 2007 · 94 citations · Full text

, , +16

VDPC: Variational density peak clustering algorithm

Yizhang Wang, Di Wang, You Zhou et al. · Information Sciences · 2022 · 79 citations

, , +3

A Technical Critique of Some Parts of the Free Energy Principle

Martin Biehl, Felix A. Pollock, Ryota Kanai · Entropy · 2021 · 51 citations · Full text

, , +17

1–5 of 31

Authors

92

  1. CH
    Chin-Wei Huang

    Université de Montréal, Canada

    4 publications · 80 citations

    4

    h-index

  2. AC
    Aaron Courville

    Université de Montréal, Canada

    4 publications · 80 citations

    4

    h-index

  3. ST
    Shawn Tan

    National University of Singapore, Singapore

    2 publications · 35 citations

    2

    h-index

  4. RK
    Robert Kohn

    UNSW Sydney, Australia

    2 publications · 53 citations

    2

    h-index

  5. MJ
    Mykel J. Kochenderfer

    Stanford University, United States

    2 publications · 78 citations

    2

    h-index

1–5 of 92

Institutions

46

  1. Google (United States)

    Mountain View, United States

    4 h-index

    4 publications

    131 citations

  2. Université de Montréal

    Montreal, Canada

    3 h-index

    7 publications

    167 citations

  3. Stanford University

    Stanford, United States

    2 h-index

    8 publications

    312 citations

  4. UNSW Sydney

    Sydney, Australia

    2 h-index

    4 publications

    73 citations

  5. Australian Institute of Business

    Adelaide, Australia

    2 h-index

    4 publications

    73 citations

  6. National University of Singapore

    Singapore, Singapore

    2 h-index

    3 publications

    106 citations

  7. Charles Sturt University

    Bathurst, Australia

    1 h-index

    1 publications

    94 citations

  8. Pennsylvania State University

    State College, United States

    1 h-index

    1 publications

    32 citations

1–8 of 46

Venues

  1. arXiv (Cornell University)

    Repository · 10 publications · 538 citations

    10

    h-index

  2. Entropy

    2 publications · 65 citations

    2

    h-index

  3. Journal of Computational and Graphical Statistics

    JCGS · 2 publications · 53 citations

    2

    h-index

  4. Information Sciences

    1 publications · 79 citations

    1

    h-index

  5. 1

    h-index

1–5