Concepedia

Multi-objective Q-learning

Multi-Objective Q-Learning is a reinforcement learning algorithm that extends the standard Q-learning framework to handle multiple conflicting objectives by learning a set of value functions or policies that approximate the Pareto optimal frontier in a multi-objective Markov decision process.

79

Publications

3.6K

Citations

306

Authors

142

Institutions

Publications per year

2017–2026

66

Parents

Publications

79

Optimization of Molecules via Deep Reinforcement Learning

Scientific Reports · 2019 · 390 citations · Full text

, , +17

Multi-objective reinforcement learning using sets of pareto dominating policies

Kristof Van Moffaert, Ann Nowé · 2014 · 240 citations

, , +14

QMR:Q-learning based Multi-objective optimization Routing protocol for Flying Ad Hoc Networks

Jianmin Liu, Qi Wang, ChenTao He et al. · Computer Communications · 2019 · 164 citations · Full text

, , +11

Optimal path planning approach based on Q-learning algorithm for mobile robots

Abderraouf Maoudj, Abdelfetah Hentout · Applied Soft Computing · 2020 · 140 citations

, , +16

A Q-learning-based memetic algorithm for multi-objective dynamic software project scheduling

Xiaoning Shen, Leandro L. Minku, Naresh Marturi et al. · Information Sciences · 2017 · 104 citations · Full text

, , +13

1–5 of 79

Authors

306

  1. AC
    Andrea Castelletti

    Politecnico di Milano, Italy

    3 publications · 82 citations

    3

    h-index

  2. MR
    Marcello Restelli

    Politecnico di Milano, Italy

    3 publications · 82 citations

    3

    h-index

  3. JL
    Junqing Li

    Liaocheng University, China

    4 publications · 269 citations

    3

    h-index

  4. FP
    Francesca Pianosi

    University of Bristol, United Kingdom

    3 publications · 82 citations

    3

    h-index

  5. AN
    Ann Nowé

    Vrije Universiteit Brussel, Belgium

    3 publications · 317 citations

    3

    h-index

1–5 of 306

Institutions

142

  1. South China University of Technology

    Guangzhou, China

    4 h-index

    17 publications

    821 citations

  2. Politecnico di Milano

    Milan, Italy

    3 h-index

    9 publications

    246 citations

  3. Beijing Jiaotong University

    Beijing, China

    3 h-index

    11 publications

    399 citations

  4. University of York

    York, United Kingdom

    2 h-index

    6 publications

    216 citations

  5. Nanjing University of Aeronautics and Astronautics

    Nanjing, China

    2 h-index

    7 publications

    473 citations

  6. Hefei University of Technology

    Hefei, China

    2 h-index

    11 publications

    343 citations

  7. Chinese Academy of Sciences

    Beijing, China

    2 h-index

    7 publications

    1K citations

  8. Liaocheng University

    Liaocheng, China

    2 h-index

    5 publications

    357 citations

1–8 of 142

Venues

  1. Expert Systems with Applications

    7 publications · 309 citations

    6

    h-index

  2. Swarm and Evolutionary Computation

    4 publications · 267 citations

    4

    h-index

  3. 4

    h-index

  4. Neurocomputing

    3 publications · 54 citations

    3

    h-index

  5. Computer Networks

    3 publications · 80 citations

    3

    h-index

1–5