Concepedia

Deterministic Policy Search

Deterministic Policy Search is a method in Infinite-Horizon Markov Decision Processes that systematically identifies a stationary policy mapping states to actions without randomization, distinguished by its exclusive focus on deterministic decision rules to maximize long-term expected reward.

31

Publications

1.5K

Citations

97

Authors

44

Institutions

Publications per year

2017–2026

21

Parents

Publications

31

PEGASUS: A Policy Search Method for Large MDPs and POMDPs

Andrew Y. Ng, Michael I. Jordan · arXiv (Cornell University) · 2013 · 369 citations · Full text

, , +15

Solving POMDPs by Searching the Space of Finite Policies

Nicolas Meuleau, Kee-Eung Kim, Leslie Pack Kaelbling et al. · arXiv (Cornell University) · 2013 · 148 citations · Full text

, , +16

Efficient experience replay based deep deterministic policy gradient for AGC dispatch in integrated energy system

Jiawen Li, Tao Yu, Xiaoshun Zhang et al. · Applied Energy · 2021 · 143 citations

, , +16

Reinforcement learning and evolutionary algorithms for non-stationary multi-armed bandit problems

Dimitrios E. Koulouriotis, Alexandros Xanthopoulos · Applied Mathematics and Computation · 2007 · 83 citations

, , +15

Stationary deterministic policies for constrained MDPs with multiple rewards, costs, and discount factors

Dmitri Dolgov, Edmund H. Durfee · 2005 · 57 citations

, , +16

1–5 of 31

Authors

97

  1. TL
    Tongyang Li

    Beihang University, China

    2 publications · 86 citations

    2

    h-index

  2. KZ
    Kaixuan Zhang

    Beijing University of Technology, China

    2 publications · 86 citations

    2

    h-index

  3. JR
    Jiageng Ruan

    University of Technology Sydney, Australia

    2 publications · 86 citations

    2

    h-index

  4. CW
    Changcheng Wu

    Southeast University, China

    2 publications · 86 citations

    2

    h-index

  5. BS
    Bei Sun

    Central South University, China

    1 publications · 44 citations

    1

    h-index

1–5 of 97

Institutions

44

  1. Beijing Institute of Technology

    Beijing, China

    2 h-index

    5 publications

    125 citations

  2. Beijing University of Technology

    Beijing, China

    2 h-index

    10 publications

    430 citations

  3. Shanghai Jiao Tong University

    Shanghai, China

    2 h-index

    9 publications

    263 citations

  4. Office National d'Études et de Recherches Aérospatiales

    Palaiseau, France

    1 h-index

    2 publications

    24 citations

  5. Nanjing University of Science and Technology

    Nanjing, China

    1 h-index

    3 publications

    54 citations

  6. Carnegie Mellon University

    Pittsburgh, United States

    1 h-index

    1 publications

    23 citations

  7. Microsoft (United States)

    Redmond, United States

    1 h-index

    2 publications

    48 citations

  8. Democritus University of Thrace

    Komotini, Greece

    1 h-index

    2 publications

    166 citations

1–8 of 44

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 546 citations

    3

    h-index

  2. Ocean Engineering

    2 publications · 61 citations

    2

    h-index

  3. Applied Energy

    2 publications · 164 citations

    2

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 2 publications · 31 citations

    2

    h-index

  5. 1

    h-index

1–5