Concepedia

Approximate State Aggregation

Approximate State Aggregation is a model approximation technique in reinforcement learning that partitions the state space into aggregates based on similarity or proximity, relaxing exact equivalence requirements to enable scalable and efficient value estimation.

14

Publications

443

Citations

28

Authors

19

Institutions

Publications per year

2017–2026

2

Parents

Publications

14

Performance Loss Bounds for Approximate Value Iteration with State Aggregation

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

, , +15

A State Aggregation Approach for Stochastic Multiperiod Last-Mile Ride-Sharing Problems

Lucas Agussurja, Shih-Fen Cheng, Hoong Chuin Lau · Transportation Science · 2019 · 62 citations

, , +17

Aggregation with an error of <i>O</i> (ε <sup>2</sup> )

Hendrik Vantilborgh · Journal of the ACM · 1985 · 46 citations · Full text

, , +13

On State Aggregation to Approximate Complex Value Functions in Large-Scale Markov Decision Processes

Qing‐Shan Jia · IEEE Transactions on Automatic Control · 2010 · 43 citations

, , +13

Planning for human-robot interaction using time-state aggregated POMDPs

Frank Broz, Illah Nourbakhsh, Reid Simmons · 2008 · 33 citations

, , +11

1–5 of 14

Authors

28

  1. IN
    Illah Nourbakhsh

    Carnegie Mellon University, United States

    2 publications · 46 citations

    2

    h-index

  2. FB
    Frank Broz

    Heriot-Watt University, United Kingdom

    1 publications · 33 citations

    1

    h-index

  3. SC
    Shih-Fen Cheng

    Singapore Management University, Singapore

    1 publications · 62 citations

    1

    h-index

  4. DP
    Dimitri P. Bertsekas

    Massachusetts Institute of Technology, United States

    1 publications · 10 citations

    1

    h-index

  5. HC
    Hoong Chuin Lau

    Singapore Management University, Singapore

    1 publications · 62 citations

    1

    h-index

1–5 of 28

Institutions

19

  1. United States Air Force Research Laboratory

    Wright-Patterson AFB, United States

    1 h-index

    2 publications

    46 citations

  2. Mohammed V University

    Rabat, Morocco

    1 h-index

    1 publications

    23 citations

  3. European Union

    Brussels, Belgium

    1 h-index

    1 publications

    46 citations

  4. University of Florida

    Gainesville, United States

    1 h-index

    2 publications

    54 citations

  5. University of Massachusetts Amherst

    Amherst Center, United States

    1 h-index

    1 publications

    10 citations

  6. Wright-Patterson Air Force Base

    Wright-Patterson AFB, United States

    1 h-index

    2 publications

    46 citations

  7. Institut für Höhere Studien - Institute for Advanced Studies (IHS)

    Vienna, Austria

    1 h-index

    1 publications

    19 citations

  8. Mississippi State University

    Starkville, United States

    1 h-index

    1 publications

    10 citations

1–8 of 19

Venues

  1. Transportation Science

    1 publications · 62 citations

    1

    h-index

  2. Advances in Operations Research

    1 publications · 23 citations

    1

    h-index

  3. IEEE Transactions on Automatic Control

    1 publications · 43 citations

    1

    h-index

  4. arXiv (Cornell University)

    Repository · 1 publications · 10 citations

    1

    h-index

  5. International Journal of Robust and Nonlinear Control

    IJRCEA · 1 publications · 23 citations

    1

    h-index

1–5