Concepedia

Fitted Value Iteration

Fitted Value Iteration is a model-free reinforcement learning algorithm that approximates the value function by iteratively refining a parametric or non-parametric function fit to sampled Bellman backups, thereby enabling scalable and continuous-state policy evaluation.

19

Publications

1.2K

Citations

53

Authors

34

Institutions

Publications per year

2017–2026

3

Variants

Fvi

Parents

Publications

19

Residential Demand Response of Thermostatically Controlled Loads Using Batch Reinforcement Learning

Frederik Ruelens, Bert Claessens, Stijn Vandael et al. · IEEE Transactions on Smart Grid · 2016 · 339 citations

, , +16

Finite-Time Bounds for Fitted Value Iteration

Rémi Munos, Csaba Szepesvári · 2008 · 264 citations

, , +17

Clinical data based optimal STI strategies for HIV: a reinforcement learning approach

Damien Ernst, Guy‐Bart Stan, Jorge Gonçalves et al. · 2006 · 112 citations · Full text

, , +17

Controller design for quadrotor UAVs using reinforcement learning

Haitham Bou Ammar, Holger Voos, Wolfgang Ertel · 2010 · 99 citations · Full text

, , +16

Approximate modified policy iteration and its application to the game of Tetris

Bruno Scherrer, Mohammad Ghavamzadeh, Victor Gabillon et al. · HAL (Le Centre pour la Communication Scientifique Directe) · 2015 · 71 citations · Full text

, , +16

1–5 of 19

Authors

53

  1. CS
    Csaba Szepesvári

    University of Alberta, Canada

    3 publications · 361 citations

    3

    h-index

  2. MG
    Matthieu Geist

    Google (United States), United States

    3 publications · 114 citations

    3

    h-index

  3. RM
    Rémi Munos

    Google (United States), United States

    3 publications · 361 citations

    3

    h-index

  4. MG
    Mohammad Ghavamzadeh

    Adobe Systems (United States), United States

    2 publications · 97 citations

    2

    h-index

  5. BS
    Bruno Scherrer

    Institut Élie Cartan de Lorraine, France

    2 publications · 97 citations

    2

    h-index

1–5 of 53

Institutions

34

  1. Supélec

    Gif-sur-Yvette, France

    3 h-index

    5 publications

    189 citations

  2. Hungarian Academy of Sciences

    Budapest, Hungary

    2 h-index

    3 publications

    127 citations

  3. University of Cambridge

    Cambridge, United Kingdom

    1 h-index

    2 publications

    224 citations

  4. Centre de Mathématiques Appliquées de l'École polytechnique

    Palaiseau, France

    1 h-index

    1 publications

    67 citations

  5. Orange (France)

    Paris, France

    1 h-index

    2 publications

    32 citations

  6. Georgia Tech-CNRS Laboratory

    Metz, France

    1 h-index

    1 publications

    26 citations

  7. Consejo Superior de Investigaciones Científicas

    Madrid, Spain

    1 h-index

    2 publications

    64 citations

  8. Flemish Institute for Technological Research

    Mol, Belgium

    1 h-index

    1 publications

    339 citations

1–8 of 34

Venues

  1. arXiv (Cornell University)

    Repository · 2 publications · 48 citations

    2

    h-index

  2. Journal of Artificial Intelligence Research

    JAIR · 1 publications · 34 citations

    1

    h-index

  3. IEEE Transactions on Smart Grid

    1 publications · 339 citations

    1

    h-index

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

    Repository · 1 publications · 71 citations

    1

    h-index

  5. TUbilio (Technical University of Darmstadt)

    Repository · 1 publications · 12 citations

    1

    h-index

1–5