Concepedia

Probabilistic Computation

Probabilistic Computation is a computational model that extends deterministic computation by incorporating randomness as a core mechanism, enabling transitions and outcomes to be governed by probability distributions rather than fixed rules.

850

Publications

51.2K

Citations

1.7K

Authors

654

Institutions

Publications per year

2017–2026

158

Parents

Publications

850

Probabilistic programming in Python using PyMC3

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

, , +16

Probabilistic Logic and the Synthesis of Reliable Organisms from Unreliable Components

John von Neumann · 1956 · 1.7K citations

, , +16

Probabilistic computations: Toward a unified measure of complexity

Andrew Chi-Chin Yao · 1977 · 892 citations

, , +14

Stochastic inversion transduction grammars and bilingual parsing of parallel corpora

Dekai Wu · 1997 · 862 citations

, , +16

PyMC: a modern, and comprehensive probabilistic programming framework in Python

Oriol Abril, Virgile Andreani, Colin Carroll et al. · PeerJ Computer Science · 2023 · 792 citations · Full text

, , +16

1–5 of 850

Authors

1.7K

  1. AM
    Annabelle McIver

    Macquarie University, Australia

    16 publications · 806 citations

    12

    h-index

  2. JK
    Joost-Pieter Katoen

    RWTH Aachen University, Germany

    15 publications · 559 citations

    12

    h-index

  3. CM
    Carroll Morgan

    Oxford Research Group, United Kingdom

    12 publications · 758 citations

    11

    h-index

  4. VK
    Vikash K. Mansinghka

    Massachusetts Institute of Technology, United States

    9 publications · 498 citations

    9

    h-index

  5. BL
    Benjamin Lucien Kaminski

    RWTH Aachen University, Germany

    8 publications · 362 citations

    8

    h-index

1–5 of 1.7K

Institutions

654

  1. University of Oxford

    Oxford, United Kingdom

    21 h-index

    49 publications

    3.6K citations

  2. Stanford University

    Stanford, United States

    18 h-index

    34 publications

    4K citations

  3. Massachusetts Institute of Technology

    Cambridge, United States

    18 h-index

    50 publications

    3.6K citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    16 h-index

    35 publications

    1.6K citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    15 h-index

    36 publications

    2.1K citations

  6. University of Cambridge

    Cambridge, United Kingdom

    14 h-index

    19 publications

    1.5K citations

  7. University of California, Berkeley

    Berkeley, United States

    13 h-index

    27 publications

    1.9K citations

  8. University of Edinburgh

    Edinburgh, United Kingdom

    13 h-index

    17 publications

    913 citations

1–8 of 654

Venues

  1. arXiv (Cornell University)

    Repository · 50 publications · 3.3K citations

    27

    h-index

  2. Electronic Notes in Theoretical Computer Science

    ENTCS · 34 publications · 1K citations

    18

    h-index

  3. Theoretical Computer Science

    17 publications · 800 citations

    16

    h-index

  4. Information and Computation

    12 publications · 950 citations

    12

    h-index

  5. Proceedings of the ACM on Programming Languages

    PACMPL · 15 publications · 483 citations

    12

    h-index

1–5