Concepedia

Probabilistic Programming

Probabilistic Programming is a computational framework that extends general-purpose programming languages with primitives for defining and performing probabilistic inference over expressive probabilistic models, thereby enabling the specification of complex uncertainty representations and reasoning processes through stochastic simulations and Bayesian updating.

593

Publications

55.6K

Citations

1.2K

Authors

495

Institutions

Publications per year

2017–2026

204

Parents

Publications

593

<b>brms</b> : An <i>R</i> Package for Bayesian Multilevel Models Using <i>Stan</i>

Paul‐Christian Bürkner · Journal of Statistical Software · 2017 · 9.4K citations · Full text

, , +16

<i>Stan</i> : A Probabilistic Programming Language

Bob Carpenter, Andrew Gelman, Matthew D. Hoffman et al. · Journal of Statistical Software · 2017 · 7.4K citations · Full text

, , +16

Probabilistic programming in Python using PyMC3

John Salvatier, Thomas V. Wiecki, Christopher Fonnesbeck · PeerJ Computer Science · 2016 · 2.5K citations · Full text

, , +16

Stan: A Probabilistic Programming Language

Bob Carpenter, Andrew Gelman, Matthew D. Hoffman et al. · 2017 · 1.3K citations

, , +16

Programming With Models: Writing Statistical Algorithms for General Model Structures With NIMBLE

Journal of Computational and Graphical Statistics · 2016 · 1K citations · Full text

, , +16

1–5 of 593

Authors

1.2K

  1. ND
    Noah D. Goodman

    Stanford University, United States

    18 publications · 1.7K citations

    14

    h-index

  2. LD
    Luc De Raedt

    KU Leuven, Belgium

    15 publications · 1.6K citations

    13

    h-index

  3. VK
    Vikash K. Mansinghka

    Massachusetts Institute of Technology, United States

    15 publications · 1.2K citations

    12

    h-index

  4. GH
    Guohe Huang

    University of Regina, Canada

    11 publications · 371 citations

    11

    h-index

  5. JK
    Joost-Pieter Katoen

    RWTH Aachen University, Germany

    11 publications · 363 citations

    11

    h-index

1–5 of 1.2K

Institutions

495

  1. University of Oxford

    Oxford, United Kingdom

    18 h-index

    65 publications

    4.3K citations

  2. Stanford University

    Stanford, United States

    18 h-index

    43 publications

    4.7K citations

  3. Massachusetts Institute of Technology

    Cambridge, United States

    17 h-index

    57 publications

    2.2K citations

  4. KU Leuven

    Leuven, Belgium

    16 h-index

    75 publications

    5.7K citations

  5. Microsoft Research (United Kingdom)

    Cambridge, United Kingdom

    15 h-index

    33 publications

    1.8K citations

  6. University of Edinburgh

    Edinburgh, United Kingdom

    15 h-index

    22 publications

    1K citations

  7. Carnegie Mellon University

    Pittsburgh, United States

    14 h-index

    28 publications

    1K citations

  8. Microsoft (United States)

    Redmond, United States

    13 h-index

    32 publications

    1.6K citations

1–8 of 495

Venues

  1. arXiv (Cornell University)

    Repository · 70 publications · 4.3K citations

    30

    h-index

  2. Proceedings of the ACM on Programming Languages

    PACMPL · 27 publications · 869 citations

    19

    h-index

  3. ACM SIGPLAN Notices

    17 publications · 382 citations

    13

    h-index

  4. Theory and Practice of Logic Programming

    10 publications · 733 citations

    10

    h-index

  5. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 9 publications · 304 citations

    9

    h-index

1–5