Concepedia

Neural Value Function Approximation

Neural Value Function Approximation is a value function approximation method that employs artificial neural networks to model and generalize value estimates over states or state-action pairs, distinguishing it from tabular or linear function approximation approaches through its use of nonlinear, distributed representations.

33

Publications

1.3K

Citations

87

Authors

53

Institutions

Publications per year

2017–2026

16

Parents

Publications

33

Deep Reinforcement Learning Control for Radar Detection and Tracking in Congested Spectral Environments

IEEE Transactions on Cognitive Communications and Networking · 2020 · 132 citations · Full text

, , +16

Decision Tree Function Approximation in Reinforcement Learning

Larry D. Pyeatt, Adele E. Howe · 1999 · 97 citations

, , +12

Balancing Value Iteration and Policy Iteration for Discrete-Time Control

Biao Luo, Yin Yang, Huai‐Ning Wu et al. · IEEE Transactions on Systems Man and Cybernetics Systems · 2019 · 96 citations

, , +16

Learning to Drive a Real Car in 20 Minutes

Martin Riedmiller, Mike Montemerlo, Hendrik Dahlkamp · 2007 · 92 citations

, , +15

Reinforcement Learning Using Neural Networks, with Applications to Motor Control

Rémi Coulom · HAL (Le Centre pour la Communication Scientifique Directe) · 2002 · 84 citations

, , +17

1–5 of 33

Authors

87

  1. MR
    Martin Riedmiller

    University of Freiburg, Germany

    3 publications · 190 citations

    3

    h-index

  2. RC
    Rémi Coulom

    Université de Lille, France

    2 publications · 96 citations

    2

    h-index

  3. ZW
    Zhaoran Wang

    Princeton University, United States

    2 publications · 27 citations

    2

    h-index

  4. ZY
    Zhuoran Yang

    Princeton University, United States

    2 publications · 27 citations

    2

    h-index

  5. TG
    Thomas Gabel

    Osnabrück University, Germany

    2 publications · 98 citations

    2

    h-index

1–5 of 87

Institutions

53

  1. Colorado State University

    Fort Collins, United States

    2 h-index

    2 publications

    148 citations

  2. Management Sciences (United States)

    Albuquerque, United States

    1 h-index

    1 publications

    12 citations

  3. DEVCOM Army Research Laboratory

    Adelphi, United States

    1 h-index

    2 publications

    264 citations

  4. Warsaw University of Technology

    Warsaw, Poland

    1 h-index

    1 publications

    27 citations

  5. Supélec

    Gif-sur-Yvette, France

    1 h-index

    2 publications

    20 citations

  6. Washington University in St. Louis

    St Louis, United States

    1 h-index

    1 publications

    64 citations

  7. University of Washington

    Seattle, United States

    1 h-index

    1 publications

    64 citations

  8. Texas A&M University at Qatar

    Doha, Qatar

    1 h-index

    1 publications

    96 citations

1–8 of 53

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 47 citations

    3

    h-index

  2. 2

    h-index

  3. Neurocomputing

    2 publications · 58 citations

    2

    h-index

  4. IEEE Transactions on Fuzzy Systems

    TFS · 1 publications · 26 citations

    1

    h-index

  5. SSRN Electronic Journal

    Repository · 1 publications · 12 citations

    1

    h-index

1–5