Concepedia

Point-based Value Iteration

Point-Based Value Iteration is a method for solving Partially Observable Markov Decision Processes that approximates the value function by iteratively updating value vectors at a selected subset of belief points, thereby reducing computational complexity while preserving solution accuracy.

40

Publications

4.3K

Citations

83

Authors

45

Institutions

Publications per year

2017–2026

9

Parents

Publications

40

Point-based value iteration: an anytime algorithm for POMDPs

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

, , +13

Perseus: Randomized point-based value iteration for POMDPs

UvA-DARE (University of Amsterdam) · 2005 · 523 citations

, , +14

A survey of point-based POMDP solvers

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

, , +10

Anytime Point-Based Approximations for Large POMDPs

Joëlle Pineau, Geoff Gordon, Sebastian Thrun · Journal of Artificial Intelligence Research · 2006 · 374 citations · Full text

, , +8

Perseus: Randomized Point-based Value Iteration for POMDPs

Journal of Artificial Intelligence Research · 2005 · 325 citations · Full text

, , +14

1–5 of 40

Authors

83

  1. PP
    Pascal Poupart

    University of Waterloo, Canada

    7 publications · 739 citations

    7

    h-index

  2. NV
    Nikos Vlassis

    University of Amsterdam, Netherlands

    4 publications · 640 citations

    4

    h-index

  3. MT
    Matthijs T. J. Spaan

    Delft University of Technology, Netherlands

    4 publications · 416 citations

    4

    h-index

  4. JP
    Joëlle Pineau

    McGill University, Canada

    3 publications · 1.7K citations

    3

    h-index

  5. GS
    Guy Shani

    Ben-Gurion University of the Negev, Israel

    3 publications · 534 citations

    3

    h-index

1–5 of 83

Institutions

45

  1. University of Waterloo

    Waterloo, Canada

    5 h-index

    10 publications

    852 citations

  2. Ben-Gurion University of the Negev

    Beersheba, Israel

    3 h-index

    6 publications

    719 citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    3 h-index

    6 publications

    3.4K citations

  4. University of Amsterdam

    Amsterdam, The Netherlands

    3 h-index

    5 publications

    1.2K citations

  5. University of Luxembourg

    Luxembourg, Luxembourg

    2 h-index

    2 publications

    323 citations

  6. Alexandria University

    Alexandria, Egypt

    2 h-index

    6 publications

    153 citations

  7. Egypt-Japan University of Science and Technology

    Alexandria, Egypt

    2 h-index

    4 publications

    102 citations

  8. McGill University

    Montreal, Canada

    2 h-index

    3 publications

    1.2K citations

1–8 of 45

Venues

  1. Journal of Artificial Intelligence Research

    JAIR · 3 publications · 717 citations

    3

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 2 publications · 84 citations

    2

    h-index

  3. UvA-DARE (University of Amsterdam)

    Repository · 2 publications · 544 citations

    2

    h-index

  4. IEEE Transactions on Vehicular Technology

    2 publications · 54 citations

    2

    h-index

  5. IEEE Sensors Journal

    1 publications · 23 citations

    1

    h-index

1–5