Concepedia

Online Multi-objective Learning

Online Multi-Objective Learning is a sequential decision-making framework within Multi-Objective Markov Decision Processes that dynamically optimizes multiple conflicting objectives in real-time as environmental feedback is incrementally acquired, distinguishing itself by its adaptive policy generation under non-stationary reward structures without prior knowledge of the objective space.

57

Publications

2.9K

Citations

218

Authors

106

Institutions

Publications per year

2017–2026

46

Parents

Publications

57

Empirical evaluation methods for multiobjective reinforcement learning algorithms

Peter Vamplew, Richard Dazeley, Adam Berry et al. · Machine Learning · 2010 · 274 citations · Full text

, , +13

Multi-Objective Optimization for UAV-Assisted Wireless Powered IoT Networks Based on Extended DDPG Algorithm

Yu Yu, Jie Tang, Jiayi Huang et al. · IEEE Transactions on Communications · 2021 · 237 citations · Full text

, , +17

A reinforcement learning approach for dynamic multi-objective optimization

Fei Zou, Gary G. Yen, Lixin Tang et al. · Information Sciences · 2020 · 160 citations

, , +11

Multi-objective particle swarm optimization with multi-mode collaboration based on reinforcement learning for path planning of unmanned air vehicles

Xiangyin Zhang, Shuang Xia, Xiuzhi Li et al. · Knowledge-Based Systems · 2022 · 128 citations

, , +17

Multi-objective energy management for fuel cell electric vehicles using online-learning enhanced Markov speed predictor

Yang Zhou, Alexandre Ravey, Marie‐Cécile Péra · Energy Conversion and Management · 2020 · 122 citations

, , +16

1–5 of 57

Authors

218

  1. GG
    Gary G. Yen

    Oklahoma State University, United States

    3 publications · 264 citations

    3

    h-index

  2. BS
    Balázs Szörényi

    MTA-SZTE Research Group on Artificial Intelligence, Hungary

    2 publications · 26 citations

    2

    h-index

  3. MM
    Mădălina M. Drugan

    University of Groningen, Netherlands

    2 publications · 134 citations

    2

    h-index

  4. PV
    Peter Vamplew

    Federation University, Australia

    2 publications · 287 citations

    2

    h-index

  5. SM
    Shie Mannor

    Technion – Israel Institute of Technology, Israel

    2 publications · 26 citations

    2

    h-index

1–5 of 218

Institutions

106

  1. Northeastern University

    Shenyang, China

    4 h-index

    9 publications

    698 citations

  2. Oklahoma State University

    Stillwater, United States

    3 h-index

    3 publications

    264 citations

  3. Wenzhou University

    Wenzhou, China

    2 h-index

    2 publications

    81 citations

  4. Tsinghua University

    Beijing, China

    2 h-index

    9 publications

    329 citations

  5. China University of Geosciences

    Wuhan, China

    2 h-index

    7 publications

    202 citations

  6. Southwest Jiaotong University

    Chengdu, China

    2 h-index

    6 publications

    248 citations

  7. Southeast University

    Nanjing, China

    2 h-index

    2 publications

    278 citations

  8. Centre National de la Recherche Scientifique

    Paris, France

    2 h-index

    7 publications

    438 citations

1–8 of 106

Venues

  1. Knowledge-Based Systems

    3 publications · 247 citations

    3

    h-index

  2. 3

    h-index

  3. Information Sciences

    3 publications · 202 citations

    3

    h-index

  4. Expert Systems with Applications

    3 publications · 118 citations

    3

    h-index

  5. Computers & Electrical Engineering

    2 publications · 69 citations

    2

    h-index

1–5