Concepedia

Pomdp Solvers

POMDP Solver is a computational method designed to determine optimal policies for decision-making under uncertainty in partially observable environments by solving the underlying partially observable Markov decision process model through exact or approximate inference techniques.

204

Publications

13.8K

Citations

391

Authors

165

Institutions

Publications per year

2017–2026

56

Variants

Partially Observable Markov Decision Process Solvers

Parents

Publications

204

Point-based value iteration: an anytime algorithm for POMDPs

Joëlle Pineau, Geoff Gordon, Sebastian Thrun · 2003 · 934 citations

, , +13

Monte-Carlo Planning in Large POMDPs

David Silver, Joel Veness · DSpace@MIT (Massachusetts Institute of Technology) · 2010 · 856 citations · Full text

, , +13

A survey of algorithmic methods for partially observed Markov decision processes

William S. Lovejoy · Annals of Operations Research · 1991 · 545 citations

, , +13

A survey of point-based POMDP solvers

Guy Shani, Joëlle Pineau, Robert Kaplow · Autonomous Agents and Multi-Agent Systems · 2012 · 433 citations

, , +10

Dynamic programming for partially observable stochastic games

Eric A. Hansen, Daniel S. Bernstein, Shlomo Zilberstein · 2004 · 413 citations

, , +16

1–5 of 204

Authors

391

  1. GS
    Guy Shani

    Ben-Gurion University of the Negev, Israel

    11 publications · 694 citations

    11

    h-index

  2. SZ
    Shlomo Zilberstein

    University of Massachusetts Amherst, United States

    11 publications · 884 citations

    11

    h-index

  3. MJ
    Mykel J. Kochenderfer

    Stanford University, United States

    8 publications · 522 citations

    8

    h-index

  4. DH
    David Hsu

    National University of Singapore, Singapore

    8 publications · 1K citations

    8

    h-index

  5. CA
    Christopher Amato

    Massachusetts Institute of Technology, United States

    7 publications · 224 citations

    7

    h-index

1–5 of 391

Institutions

165

  1. National University of Singapore

    Singapore, Singapore

    13 h-index

    39 publications

    4.3K citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    11 h-index

    25 publications

    3.9K citations

  3. University of Massachusetts Amherst

    Amherst Center, United States

    11 h-index

    18 publications

    1.7K citations

  4. Ben-Gurion University of the Negev

    Beersheba, Israel

    10 h-index

    20 publications

    1K citations

  5. Stanford University

    Stanford, United States

    9 h-index

    17 publications

    2.3K citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    7 h-index

    19 publications

    1.2K citations

  7. University of Waterloo

    Waterloo, Canada

    6 h-index

    7 publications

    315 citations

  8. Korea Advanced Institute of Science and Technology

    Daejeon, South Korea

    5 h-index

    13 publications

    573 citations

1–8 of 165

Venues

  1. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 13 publications · 414 citations

    12

    h-index

  2. arXiv (Cornell University)

    Repository · 13 publications · 1K citations

    11

    h-index

  3. 7

    h-index

  4. The International Journal of Robotics Research

    IJRR · 5 publications · 509 citations

    5

    h-index

  5. Autonomous Agents and Multi-Agent Systems

    5 publications · 585 citations

    5

    h-index

1–5