Performance Measurement for Interactive Multi-objective Evolutionary Algorithms

被引:7
|
作者
Long Nguyen [1 ]
Hung Nguyen Xuan [2 ]
Lam Thu Bui [2 ]
机构
[1] Natl Def Acad, Dept Informat Technol, Hanoi, Vietnam
[2] Le Quy Don Tech Univ, Fac Informat Technol, Hanoi, Vietnam
来源
2015 SEVENTH INTERNATIONAL CONFERENCE ON KNOWLEDGE AND SYSTEMS ENGINEERING (KSE) | 2015年
关键词
D O I
10.1109/KSE.2015.51
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper suggests to use a different metric for performance of multiple-point interactive evolutionary multi-objective algorithms. We defined a preferred region based on a set of user's reference points. Based on the preferred region, we also define a User based Front (UbF) which is generated from the preferred region. UbF is used in calculation of Generational Distance (GD) and Inverse Generational Distance (IGD). The usage of the metric in experiments indicated meaningful comparisons for interactive multi-objective evolutionary algorithms using multiple reference points.
引用
收藏
页码:302 / 305
页数:4
相关论文
共 50 条
  • [21] A diversity metric for multi-objective evolutionary algorithms
    Li, XY
    Zheng, JH
    Xue, J
    ADVANCES IN NATURAL COMPUTATION, PT 3, PROCEEDINGS, 2005, 3612 : 68 - 73
  • [22] Multi-objective immune evolutionary algorithms for SLAM
    Li Meiyi
    Proceedings of the 26th Chinese Control Conference, Vol 5, 2007, : 216 - 220
  • [23] Parallelizing Multi-objective Evolutionary Genetic Algorithms
    Shinde, G. N.
    Jagtap, Sudhir B.
    Pani, Subhendu Kumar
    WORLD CONGRESS ON ENGINEERING, WCE 2011, VOL II, 2011, : 1534 - 1537
  • [24] Multi-objective Evolutionary Algorithms in Recommender Systems
    Ezzahra, Fatima
    Qassimi, Sara
    Rakrak, Said
    DIGITAL TECHNOLOGIES AND APPLICATIONS, ICDTA 2024, VOL 1, 2024, 1098 : 346 - 355
  • [25] Research on evolutionary multi-objective optimization algorithms
    Gong, Mao-Guo
    Jiao, Li-Cheng
    Yang, Dong-Dong
    Ma, Wen-Ping
    Ruan Jian Xue Bao/Journal of Software, 2009, 20 (02): : 271 - 289
  • [26] Data Structures in Multi-Objective Evolutionary Algorithms
    Najwa Altwaijry
    Mohamed El Bachir Menai
    JournalofComputerScience&Technology, 2012, 27 (06) : 1197 - 1210
  • [27] Parallel Library of Multi-objective Evolutionary Algorithms
    Leon, Coromoto
    Miranda, Gara
    Segredo, Eduardo
    Segura, Carlos
    PROCEEDINGS OF THE PARALLEL, DISTRIBUTED AND NETWORK-BASED PROCESSING, 2009, : 28 - 35
  • [28] Data Structures in Multi-Objective Evolutionary Algorithms
    Altwaijry, Najwa
    Menai, Mohamed El Bachir
    JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2012, 27 (06) : 1197 - 1210
  • [29] Data Structures in Multi-Objective Evolutionary Algorithms
    Najwa Altwaijry
    Mohamed El Bachir Menai
    Journal of Computer Science and Technology, 2012, 27 : 1197 - 1210
  • [30] New model for multi-objective evolutionary algorithms
    Zheng, Bojin
    Li, Yuanxiang
    COMPUTATIONAL SCIENCE - ICCS 2007, PT 4, PROCEEDINGS, 2007, 4490 : 1037 - +