Concepedia

Approximate Value Iteration

Approximate Value Iteration is a variant of the value iteration algorithm in reinforcement learning that replaces exact value function updates with approximate ones, typically using function approximation to handle large or continuous state spaces.

81

Publications

5.3K

Citations

163

Authors

92

Institutions

Publications per year

2017–2026

24

Parents

Publications

81

Point-based value iteration: an anytime algorithm for POMDPs

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

, , +13

Regression methods for pricing complex American-style options

John N. Tsitsiklis, Benjamin Van Roy · IEEE Transactions on Neural Networks · 2001 · 643 citations

, , +17

Approximately Optimal Approximate Reinforcement Learning

Sham M. Kakade, John Langford · 2002 · 595 citations

, , +12

Adaptive stepsizes for recursive estimation with applications in approximate dynamic programming

Abraham George, Warren B. Powell · Machine Learning · 2006 · 176 citations · Full text

, , +12

An on-line learning algorithm for energy efficient delay constrained scheduling over a fading channel

Nitin Salodkar, Abhijeet Bhorkar, Abhay Karandikar et al. · IEEE Journal on Selected Areas in Communications · 2008 · 146 citations

, , +16

1–5 of 81

Authors

163

  1. RM
    Rémi Munos

    Google (United States), United States

    6 publications · 378 citations

    6

    h-index

  2. AF
    Amir‐massoud Farahmand

    University of Alberta, Canada

    4 publications · 259 citations

    4

    h-index

  3. BS
    Bruno Scherrer

    Institut Élie Cartan de Lorraine, France

    4 publications · 121 citations

    4

    h-index

  4. MG
    Matthieu Geist

    Google (United States), United States

    4 publications · 131 citations

    4

    h-index

  5. SM
    Shie Mannor

    Technion – Israel Institute of Technology, Israel

    4 publications · 239 citations

    4

    h-index

1–5 of 163

Institutions

92

  1. Stanford University

    Stanford, United States

    8 h-index

    17 publications

    1.4K citations

  2. McGill University

    Montreal, Canada

    4 h-index

    6 publications

    151 citations

  3. University of Alberta

    Edmonton, Canada

    4 h-index

    5 publications

    390 citations

  4. Technion – Israel Institute of Technology

    Haifa, Israel

    4 h-index

    6 publications

    318 citations

  5. Institut national de recherche en sciences et technologies du numérique

    Le Chesnay-Rocquencourt, France

    4 h-index

    4 publications

    195 citations

  6. Meta (Israel)

    Tel Aviv, Israel

    3 h-index

    3 publications

    86 citations

  7. Polytechnic University of Timişoara

    Timișoara, Romania

    3 h-index

    6 publications

    126 citations

  8. University of California, Berkeley

    Berkeley, United States

    2 h-index

    2 publications

    117 citations

1–8 of 92

Venues

  1. PolyPublie (École Polytechnique de Montréal)

    Repository · 6 publications · 301 citations

    6

    h-index

  2. arXiv (Cornell University)

    Repository · 5 publications · 231 citations

    5

    h-index

  3. Annals of Operations Research

    2 publications · 108 citations

    2

    h-index

  4. IEEE Transactions on Automatic Control

    2 publications · 34 citations

    2

    h-index

  5. HAL (Le Centre pour la Communication Scientifique Directe)

    Repository · 2 publications · 91 citations

    2

    h-index

1–5