Concepedia

Benchmarking Multi-objective Algorithms

Benchmarking Multi-Objective Algorithms is a systematic evaluation framework that differentiates itself by providing standardized problem instances, performance metrics, and comparative baselines to assess the effectiveness, efficiency, and robustness of algorithms in solving Multi-Objective Markov Decision Processes.

145

Publications

10.7K

Citations

425

Authors

233

Institutions

Publications per year

2017–2026

75

Parents

Publications

145

PlatEMO: A MATLAB Platform for Evolutionary Multi-Objective Optimization [Educational Forum]

Ye Tian, Ran Cheng, Xingyi Zhang et al. · IEEE Computational Intelligence Magazine · 2017 · 2.6K citations

, , +16

Performance metrics in multi-objective optimization

Nery Riquelme, Christian von Lücken, Benjamı́n Barán · 2015 · 424 citations

, , +14

COCO: a platform for comparing continuous optimizers in a black-box setting

Optimization methods & software · 2020 · 351 citations · Full text

, , +12

A performance comparison of multi-objective optimization algorithms for solving nearly-zero-energy-building design problems

Mohamed Hamdy, Anh-Tuan Nguyen, Jlm Jan Hensen · Energy and Buildings · 2016 · 324 citations · Full text

, , +16

A Benchmark-Suite of real-World constrained multi-objective optimization problems and some baseline results

Abhishek Kumar, Guohua Wu, Mostafa Z. Ali et al. · Swarm and Evolutionary Computation · 2021 · 286 citations

, , +10

1–5 of 145

Authors

425

  1. YJ
    Yaochu Jin

    University of Surrey, United Kingdom

    6 publications · 3.3K citations

    6

    h-index

  2. PN
    Ponnuthurai Nagaratnam Suganthan

    Nanyang Technological University, Singapore

    6 publications · 704 citations

    6

    h-index

  3. DB
    Dimo Brockhoff

    Institut national de recherche en sciences et technologies du numérique, France

    6 publications · 158 citations

    6

    h-index

  4. XZ
    Xingyi Zhang

    Anhui University, China

    5 publications · 2.9K citations

    5

    h-index

  5. AP
    Andries P. Engelbrecht

    University of Pretoria, South Africa

    5 publications · 80 citations

    5

    h-index

1–5 of 425

Institutions

233

  1. Jožef Stefan Institute

    Ljubljana, Slovenia

    6 h-index

    9 publications

    525 citations

  2. Nanyang Technological University

    Singapore, Singapore

    5 h-index

    10 publications

    1.1K citations

  3. Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional

    Mexico City, Mexico

    5 h-index

    6 publications

    248 citations

  4. TU Dortmund University

    Dortmund, Germany

    5 h-index

    9 publications

    571 citations

  5. Universidad de Málaga

    Málaga, Spain

    4 h-index

    11 publications

    430 citations

  6. École Polytechnique

    Palaiseau, France

    4 h-index

    12 publications

    1.4K citations

  7. Indian Institute of Technology Kanpur

    Kanpur, India

    4 h-index

    4 publications

    323 citations

  8. University of Pretoria

    Pretoria, South Africa

    4 h-index

    8 publications

    125 citations

1–8 of 233

Venues

  1. Swarm and Evolutionary Computation

    9 publications · 934 citations

    9

    h-index

  2. Proceedings of the Genetic and Evolutionary Computation Conference

    Conference · 6 publications · 115 citations

    6

    h-index

  3. arXiv (Cornell University)

    Repository · 5 publications · 351 citations

    5

    h-index

  4. Applied Soft Computing

    5 publications · 175 citations

    5

    h-index

  5. Engineering Optimization

    4 publications · 242 citations

    4

    h-index

1–5