Concepedia

Likelihood-based Generative Modeling

Likelihood-Based Generative Modeling is a generative modeling paradigm that belongs to the class of probabilistic models and is distinguished by its formulation of a tractable likelihood function, through which the model explicitly learns the probability distribution of the data by maximizing the likelihood of observed samples.

93

Publications

13.5K

Citations

245

Authors

77

Institutions

Publications per year

2017–2026

63

Parents

Publications

93

Deep generative modeling for single-cell transcriptomics

Romain Lopez, Jeffrey Regier, Michael B. Cole et al. · Nature Methods · 2018 · 2.6K citations

, , +12

Learning Generative Visual Models from Few Training Examples: An Incremental Bayesian Approach Tested on 101 Object Categories

Li Fei-Fei, Rob Fergus, Pietro Perona · 2005 · 2.5K citations · Full text

, , +16

Learning generative visual models from few training examples: An incremental Bayesian approach tested on 101 object categories

Li Fei-Fei, Rob Fergus, Pietro Perona · Computer Vision and Image Understanding · 2007 · 2.1K citations

, , +16

MolGAN: An implicit generative model for small molecular graphs

Nicola De Cao, Thomas Kipf · arXiv (Cornell University) · 2018 · 477 citations · Full text

, , +14

A note on the evaluation of generative models

Lucas Theis, Aäron van den Oord, Matthias Bethge · arXiv (Cornell University) · 2015 · 436 citations · Full text

, , +13

1–5 of 93

Authors

245

  1. JC
    Jukka Corander

    University of Helsinki, Finland

    4 publications · 394 citations

    4

    h-index

  2. MU
    Michael U. Gutmann

    University of Helsinki, Finland

    4 publications · 394 citations

    4

    h-index

  3. YB
    Yoshua Bengio

    Université de Montréal, Canada

    4 publications · 71 citations

    4

    h-index

  4. WG
    Will Grathwohl

    University of Toronto, Canada

    3 publications · 475 citations

    3

    h-index

  5. EH
    Emiel Hoogeboom

    University of Amsterdam, Netherlands

    3 publications · 108 citations

    3

    h-index

1–5 of 245

Institutions

77

  1. Google (United States)

    Mountain View, United States

    9 h-index

    17 publications

    760 citations

  2. Aalto University

    Espoo, Finland

    6 h-index

    6 publications

    487 citations

  3. Helsinki Institute for Information Technology

    Espoo, Finland

    5 h-index

    10 publications

    846 citations

  4. Université de Montréal

    Montreal, Canada

    5 h-index

    8 publications

    153 citations

  5. University of Toronto

    Toronto, Canada

    4 h-index

    9 publications

    520 citations

  6. University of Helsinki

    Helsinki, Finland

    4 h-index

    6 publications

    675 citations

  7. University of Edinburgh

    Edinburgh, United Kingdom

    3 h-index

    3 publications

    170 citations

  8. University of Oxford

    Oxford, United Kingdom

    3 h-index

    3 publications

    4.6K citations

1–8 of 77

Venues

  1. arXiv (Cornell University)

    Repository · 54 publications · 4.1K citations

    29

    h-index

  2. IEEE Transactions on Artificial Intelligence

    AI · 1 publications · 119 citations

    1

    h-index

  3. Physical review. D/Physical review. D.

    PRD · 1 publications · 22 citations

    1

    h-index

  4. Zenodo (CERN European Organization for Nuclear Research)

    Repository · 1 publications · 12 citations

    1

    h-index

  5. Annals of Telecommunications

    1 publications · 76 citations

    1

    h-index

1–5