Concepedia

Discounted Reward Optimization

Discounted Reward Optimization is a sequential decision-making framework in Markov Decision Processes that belongs to the class of objective criteria for evaluating policies, distinguished by its maximization of the expected sum of discounted rewards over time, where future rewards are attenuated by a discount factor less than one.

142

Publications

7.3K

Citations

336

Authors

193

Institutions

Publications per year

2017–2026

39

Parents

Children

Publications

142

Probabilistic inference for solving discrete and continuous state Markov Decision Processes

Marc Toussaint, Amos Storkey · 2006 · 502 citations

, , +16

The hidden costs of rewards

Edward L. Deci · Organizational Dynamics · 1976 · 411 citations

, , +9

Optimality of Myopic Sensing in Multichannel Opportunistic Access

Sahand Haji Ali Ahmad, Mingyan Liu, Tara Javidi et al. · IEEE Transactions on Information Theory · 2009 · 396 citations

, , +15

Distributed Energy-Efficient Multi-UAV Navigation for Long-Term Communication Coverage by Deep Reinforcement Learning

Chi Harold Liu, Xiaoxin Ma, Xudong Gao et al. · IEEE Transactions on Mobile Computing · 2019 · 295 citations

, , +17

Extensions of the multiarmed bandit problem: The discounted case

Pravin Varaiya, Jean Walrand, C. Buyukkoc · IEEE Transactions on Automatic Control · 1985 · 290 citations

, , +14

1–5 of 142

Authors

336

  1. ML
    Mingyan Liu

    University of Michigan, United States

    4 publications · 512 citations

    4

    h-index

  2. SH
    Sahand Haji Ali Ahmad

    University of Michigan, United States

    4 publications · 512 citations

    4

    h-index

  3. MA
    Mohamed Abd Allah El‐Hadidy

    Tanta University, Egypt

    3 publications · 60 citations

    3

    h-index

  4. SZ
    Shaohui Zheng

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

    2 publications · 49 citations

    2

    h-index

  5. CB
    C. Buyukkoc

    University of California, Berkeley, United States

    2 publications · 325 citations

    2

    h-index

1–5 of 336

Institutions

193

  1. University of Michigan

    Ann Arbor, United States

    7 h-index

    12 publications

    1.1K citations

  2. Massachusetts Institute of Technology

    Cambridge, United States

    4 h-index

    6 publications

    259 citations

  3. University of Science and Technology of China

    Hefei, China

    4 h-index

    6 publications

    317 citations

  4. University of Maryland, College Park

    College Park, United States

    4 h-index

    6 publications

    187 citations

  5. Cornell University

    Ithaca, United States

    4 h-index

    4 publications

    295 citations

  6. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    3 h-index

    7 publications

    341 citations

  7. Xi'an Jiaotong University

    Xi'an, China

    3 h-index

    5 publications

    101 citations

  8. Tanta University

    Tanta, Egypt

    3 h-index

    3 publications

    60 citations

1–8 of 193

Venues

  1. IEEE Transactions on Automatic Control

    5 publications · 529 citations

    5

    h-index

  2. International Journal of Production Economics

    5 publications · 179 citations

    5

    h-index

  3. European Journal of Operational Research

    5 publications · 323 citations

    5

    h-index

  4. Operations Research

    5 publications · 161 citations

    5

    h-index

  5. Journal of Applied Probability

    JAP · 3 publications · 87 citations

    3

    h-index

1–5