Concepedia

Risk-aware Policy Optimization

Risk-Aware Policy Optimization is a decision-making framework in reinforcement learning that integrates risk-sensitive criteria into policy improvement, distinguishing itself by explicitly accounting for uncertainty and potential adverse outcomes in sequential decision processes under risk.

13

Publications

860

Citations

46

Authors

35

Institutions

Publications per year

2017–2026

10

Parents

Publications

13

Decision making of autonomous vehicles in lane change scenarios: Deep reinforcement learning approaches with risk awareness

Guofa Li, Yifan Yang, Shen Li et al. · Transportation Research Part C Emerging Technologies · 2021 · 286 citations

, , +17

Towards risk-aware artificial intelligence and machine learning systems: An overview

Xiaoge Zhang, Felix T.S. Chan, Chao Yan et al. · Decision Support Systems · 2022 · 104 citations

, , +12

Optimizing risk-based breast cancer screening policies with reinforcement learning

Adam Yala, Peter G. Mikhael, Constance D. Lehman et al. · Nature Medicine · 2022 · 99 citations

, , +14

Minimizing Risk Models in Markov Decision Processes with Policies Depending on Target Values

Congbin Wu, Yuanlie Lin · Journal of Mathematical Analysis and Applications · 1999 · 91 citations

, , +16

Deep Reinforcement Learning for Optimizing Finance Portfolio Management

Yuh-Jong Hu, Shang-Jen Lin · 2019 · 61 citations

, , +14

1–5 of 13

Authors

46

  1. XZ
    Xiaoge Zhang

    Vanderbilt University, United States

    2 publications · 134 citations

    2

    h-index

  2. SL
    Shang-Jen Lin

    National Chengchi University, Taiwan

    1 publications · 61 citations

    1

    h-index

  3. SS
    Shaojie Shen

    Hong Kong University of Science and Technology, Hong Kong SAR China

    1 publications · 29 citations

    1

    h-index

  4. JX
    Jianyu Xu

    Xi’an Jiaotong-Liverpool University, China

    1 publications · 17 citations

    1

    h-index

  5. YY
    Yifan Yang

    Tsinghua University, China

    1 publications · 286 citations

    1

    h-index

1–5 of 46

Institutions

35

  1. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    2 h-index

    2 publications

    134 citations

  2. Tsinghua University

    Beijing, China

    2 h-index

    4 publications

    754 citations

  3. University of Michigan

    Ann Arbor, United States

    1 h-index

    2 publications

    26 citations

  4. Karolinska University Hospital

    Stockholm, Sweden

    1 h-index

    1 publications

    99 citations

  5. Hong Kong Science and Technology Parks Corporation

    Shatin, Hong Kong

    1 h-index

    1 publications

    30 citations

  6. University of Macau

    Macao, Macao

    1 h-index

    1 publications

    104 citations

  7. Georgia Institute of Technology

    Atlanta, United States

    1 h-index

    1 publications

    99 citations

  8. University of Strathclyde

    Glasgow, United Kingdom

    1 h-index

    1 publications

    17 citations

1–8 of 35

Venues

  1. 2

    h-index

  2. Decision Support Systems

    1 publications · 104 citations

    1

    h-index

  3. 1

    h-index

  4. European Journal of Operational Research

    1 publications · 50 citations

    1

    h-index

  5. IISE Transactions

    1 publications · 17 citations

    1

    h-index

1–5