Concepedia

Evidence Lower Bound

Evidence Lower Bound is a variational objective function that serves as a lower bound on the log-likelihood of observed data, derived by applying Jensen's inequality to the marginal likelihood in order to enable tractable posterior inference in latent variable models.

96

Publications

4.4K

Citations

254

Authors

108

Institutions

Publications per year

2017–2026

80

Parents

Publications

96

Variational Deep Embedding: An Unsupervised and Generative Approach to Clustering

Zhuxi Jiang, Yin Zheng, Huachun Tan et al. · 2017 · 650 citations · Full text

, , +15

A neural mechanism of speed-accuracy tradeoff in macaque area LIP

Timothy Hanks, Roozbeh Kiani, Michael N. Shadlen · eLife · 2014 · 252 citations · Full text

, , +14

Isolating Sources of Disentanglement in Variational Autoencoders

Ricky T. Q. Chen, Xuechen Li, Roger Grosse et al. · arXiv (Cornell University) · 2018 · 145 citations · Full text

, , +12

A Novel Kullback–Leibler Divergence Minimization-Based Adaptive Student's t-Filter

Yulong Huang, Yonggang Zhang, Jonathon A. Chambers · IEEE Transactions on Signal Processing · 2019 · 137 citations · Full text

, , +11

Towards Deeper Understanding of Variational Autoencoding Models

Shengjia Zhao, Jiaming Song, Stefano Ermon · arXiv (Cornell University) · 2017 · 129 citations · Full text

, , +16

1–5 of 96

Authors

254

  1. DD
    David Duvenaud

    University of Toronto, Canada

    6 publications · 346 citations

    6

    h-index

  2. RG
    Roger Grosse

    University of Toronto, Canada

    5 publications · 346 citations

    5

    h-index

  3. MZ
    Mingyuan Zhou

    The University of Texas at Austin, United States

    3 publications · 97 citations

    3

    h-index

  4. BT
    Bangsheng Tang

    Beijing Institute of Technology, China

    3 publications · 774 citations

    3

    h-index

  5. HZ
    Hanning Zhou

    University of Illinois Urbana-Champaign, United States

    3 publications · 774 citations

    3

    h-index

1–5 of 254

Institutions

108

  1. University of Toronto

    Toronto, Canada

    7 h-index

    16 publications

    910 citations

  2. University of Oxford

    Oxford, United Kingdom

    5 h-index

    9 publications

    248 citations

  3. University of Cambridge

    Cambridge, United Kingdom

    4 h-index

    9 publications

    376 citations

  4. Princeton University

    Princeton, United States

    4 h-index

    8 publications

    469 citations

  5. The University of Texas at Austin

    Austin, United States

    3 h-index

    4 publications

    124 citations

  6. Google (United States)

    Mountain View, United States

    3 h-index

    8 publications

    224 citations

  7. The Alan Turing Institute

    London, United Kingdom

    3 h-index

    3 publications

    153 citations

  8. Tsinghua University

    Beijing, China

    3 h-index

    5 publications

    216 citations

1–8 of 108

Venues

  1. arXiv (Cornell University)

    Repository · 32 publications · 1.5K citations

    21

    h-index

  2. International Conference on Learning Representations

    Conference · 5 publications · 112 citations

    5

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 3 publications · 43 citations

    3

    h-index

  4. 3

    h-index

  5. IEEE Transactions on Signal Processing

    2 publications · 166 citations

    2

    h-index

1–5