Concepedia

Multi-objective Markov Decision Processes

Multi-Objective Markov Decision Processes is a sequential decision-making framework in which a single agent seeks to optimize multiple conflicting objectives simultaneously under uncertainty, distinguished from single-objective variants by the presence of a vector-valued reward function that necessitates trade-offs among objectives.

121

Publications

5.5K

Citations

399

Authors

160

Institutions

Publications per year

2017–2026

66

Variants

MomdpMomdpsMulti-objective Markov Decision Process

Parents

Children

Publications

121

An MDP-Based Vertical Handoff Decision Algorithm for Heterogeneous Wireless Networks

Enrique Stevens‐Navarro, Yuxia Lin, Vincent W. S. Wong · IEEE Transactions on Vehicular Technology · 2008 · 400 citations

, , +16

Dynamic Beam Hopping Method Based on Multi-Objective Deep Reinforcement Learning for Next Generation Satellite Broadband Systems

Xin Hu, Yuchen Zhang, Xianglai Liao et al. · IEEE Transactions on Broadcasting · 2020 · 181 citations

, , +13

Learning all optimal policies with multiple criteria

Leon Barrett, Srini Narayanan · 2008 · 169 citations

, , +11

A multi-objective deep reinforcement learning framework

Thanh Thi Nguyen, Ngoc Duy Nguyen, Peter Vamplew et al. · Engineering Applications of Artificial Intelligence · 2020 · 143 citations · Full text

, , +11

Multiobjective Reinforcement Learning for Cognitive Satellite Communications Using Deep Neural Network Ensembles

Paulo Victor R. Ferreira, Randy Paffenroth, Alexander M. Wyglinski et al. · IEEE Journal on Selected Areas in Communications · 2018 · 139 citations

, , +17

1–5 of 121

Authors

399

  1. MR
    Marcello Restelli

    Politecnico di Milano, Italy

    5 publications · 192 citations

    5

    h-index

  2. KC
    Krishnendu Chatterjee

    Institute of Science and Technology Austria, Austria

    5 publications · 183 citations

    5

    h-index

  3. AK
    Antonı́n Kučera

    Masaryk University, Czechia

    3 publications · 133 citations

    3

    h-index

  4. AC
    Andrea Castelletti

    Politecnico di Milano, Italy

    3 publications · 79 citations

    3

    h-index

  5. MP
    Matteo Pirotta

    Politecnico di Milano, Italy

    3 publications · 127 citations

    3

    h-index

1–5 of 399

Institutions

160

  1. Politecnico di Milano

    Milan, Italy

    7 h-index

    22 publications

    840 citations

  2. University of Science and Technology of China

    Hefei, China

    5 h-index

    13 publications

    583 citations

  3. University of Oxford

    Oxford, United Kingdom

    5 h-index

    7 publications

    383 citations

  4. Beihang University

    Beijing, China

    4 h-index

    12 publications

    342 citations

  5. Institute of Science and Technology Austria

    Klosterneuburg, Austria

    4 h-index

    6 publications

    195 citations

  6. Southeast University

    Nanjing, China

    3 h-index

    7 publications

    294 citations

  7. Southwest Jiaotong University

    Chengdu, China

    3 h-index

    12 publications

    800 citations

  8. Nanjing University of Aeronautics and Astronautics

    Nanjing, China

    3 h-index

    10 publications

    230 citations

1–8 of 160

Venues

  1. IEEE Internet of Things Journal

    5 publications · 322 citations

    5

    h-index

  2. arXiv (Cornell University)

    Repository · 4 publications · 97 citations

    4

    h-index

  3. Neurocomputing

    3 publications · 103 citations

    3

    h-index

  4. Expert Systems with Applications

    3 publications · 106 citations

    3

    h-index

  5. Applied Soft Computing

    3 publications · 152 citations

    3

    h-index

1–5