Concepedia

Reinforcement Learning State Aggregation

Reinforcement Learning State Aggregation is a method in reinforcement learning that partitions the state space into aggregates or groups of states to reduce complexity by generalizing value estimates across states within the same aggregate, thereby improving learning efficiency and scalability.

22

Publications

1.3K

Citations

54

Authors

24

Institutions

Publications per year

2017–2026

4

Parents

Publications

22

Towards a Unified Theory of State Abstraction for MDPs.

Lihong Li, Thomas J. Walsh, Michael L. Littman · 2006 · 270 citations

, , +16

Reinforcement Learning with Soft State Aggregation

Satinder Singh, Tommi Jaakkola, Michael I. Jordan · 1994 · 269 citations

, , +10

Tree based discretization for continuous state space reinforcement learning

William Uther, Manuela Veloso · 1998 · 151 citations

, , +14

Performance Loss Bounds for Approximate Value Iteration with State Aggregation

Benjamin Van Roy · Mathematics of Operations Research · 2006 · 101 citations

, , +15

MEC—A Near-Optimal Online Reinforcement Learning Algorithm for Continuous Deterministic Systems

Dongbin Zhao, Yuanheng Zhu · IEEE Transactions on Neural Networks and Learning Systems · 2014 · 79 citations

, , +16

1–5 of 22

Authors

54

  1. BV
    Benjamin Van Roy

    Stanford University, United States

    2 publications · 113 citations

    2

    h-index

  2. SS
    Satinder Singh

    University of Michigan, United States

    1 publications · 269 citations

    1

    h-index

  3. VS
    Vivek S. Borkar

    Tata Institute of Fundamental Research, India

    1 publications · 26 citations

    1

    h-index

  4. WU
    William Uther

    UNSW Sydney, Australia

    1 publications · 151 citations

    1

    h-index

  5. DN
    Daniel Nikovski

    Mitsubishi Electric (United States), United States

    1 publications · 13 citations

    1

    h-index

1–5 of 54

Institutions

24

  1. The University of Texas at Arlington

    Arlington, United States

    1 h-index

    2 publications

    34 citations

  2. National Chung Cheng University

    Minxiong, Taiwan

    1 h-index

    1 publications

    34 citations

  3. Indian Institute of Technology Madras

    Chennai, India

    1 h-index

    1 publications

    27 citations

  4. Oregon State University

    Corvallis, United States

    1 h-index

    3 publications

    108 citations

  5. Shandong Institute of Automation

    Jinan, China

    1 h-index

    2 publications

    158 citations

  6. Rutgers Sexual and Reproductive Health and Rights

    Utrecht, Netherlands

    1 h-index

    3 publications

    810 citations

  7. Kyoto University

    Kyoto, Japan

    1 h-index

    1 publications

    16 citations

  8. Tata Institute of Fundamental Research

    Mumbai, India

    1 h-index

    1 publications

    26 citations

1–8 of 24

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 151 citations

    5

    h-index

  2. Science China Chemistry

    1 publications · 19 citations

    1

    h-index

  3. Information Sciences

    1 publications · 34 citations

    1

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 1 publications · 36 citations

    1

    h-index

  5. CaltechAUTHORS (California Institute of Technology)

    Repository · 1 publications · 11 citations

    1

    h-index

1–5