Difficulties in fair performance comparison of multiobjective evolutionary algorithms

被引：3
|
作者：
Ishibuchi, Hisao [1 ]
Pang, Lie Meng [2 ]
Shang, Ke [3 ]
机构：
[1] Osaka Prefecture Univ, Sakai, Osaka, Japan
[2] Univ Malaysia Sarawak, Sarawak, Malaysia
[3] Jiaotong Univ, Xian, Peoples R China
来源：
PROCEEDINGS OF THE 2022 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE COMPANION, GECCO 2022 | 2022年
关键词：
SUBSET-SELECTION; PARETO; DISTRIBUTIONS; BENCHMARKING; HYPERVOLUME;
D O I：
10.1145/3520304.3533634
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
引用
收藏
页码：937 / 957
页数：21
相关论文
共 50 条
  • [1] Difficulties in Fair Performance Comparison of Multi-Objective Evolutionary Algorithms [Research Frontier]
    Ishibuchi, Hisao
    Pang, Lie Meng
    Shang, Ke
    [J]. IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE, 2022, 17 (01) : 86 - 101
  • [2] Comparison of Multiobjective Evolutionary Algorithms: Empirical Results
    Zitzler, Eckart
    Deb, Kalyanmoy
    Thiele, Lothar
    [J]. EVOLUTIONARY COMPUTATION, 2000, 8 (02) : 173 - 195
  • [3] Performance Metric Ensemble for Multiobjective Evolutionary Algorithms
    Yen, Gary G.
    He, Zhenan
    [J]. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2014, 18 (01) : 131 - 144
  • [4] An Ensemble Method for Performance Metrics in Multiobjective Evolutionary Algorithms
    He, Zhenan
    Yen, Gary G.
    [J]. 2011 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2011, : 1724 - 1729
  • [5] Comparison of evolutionary and deterministic multiobjective algorithms for dose optimization in brachytherapy
    Milickovic, N
    Lahanas, M
    Baltas, D
    Zamboglou, N
    [J]. EVOLUTIONARY MULTI-CRITERION OPTIMIZATION, PROCEEDINGS, 2001, 1993 : 167 - 180
  • [6] An Improved Performance Metric for Multiobjective Evolutionary Algorithms with User Preferences
    Yu, Guo
    Zheng, Linhua
    Li, Xiaodong
    [J]. 2015 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2015, : 908 - 915
  • [7] δ-similar elimination to enhance search performance of multiobjective evolutionary algorithms
    Aguirre, Hernan
    Sato, Masahiko
    Tanaka, Kiyoshi
    [J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2008, E91D (04): : 1206 - 1210
  • [8] On the convergence of multiobjective evolutionary algorithms
    Hanne, T
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1999, 117 (03) : 553 - 564
  • [9] A tool for multiobjective evolutionary algorithms
    Sag, Tahir
    Cunkas, Mehmet
    [J]. ADVANCES IN ENGINEERING SOFTWARE, 2009, 40 (09) : 902 - 912
  • [10] Interactive Multiobjective Evolutionary Algorithms
    Jaszkiewicz, Andrzej
    Branke, Juergen
    [J]. MULTIOBJECTIVE OPTIMIZATION: INTERACTIVE AND EVOLUTIONARY APPROACHES, 2008, 5252 : 179 - +
12345