A Dynamic Dominance-Based Rough Set Approach for Processing Ordered Data

被引:3
|
作者
Li, Shaoyong [1 ]
Hong, Zhiyong [1 ]
机构
[1] Wuyi Univ, Fac Intelligent Mfg, Jiangmen 529020, Peoples R China
来源
ROUGH SETS, IJCRS 2019 | 2019年 / 11499卷
基金
美国国家科学基金会;
关键词
Rough set; Dominance relation; Dynamic data mining; DECISION SYSTEMS; UPDATING APPROXIMATIONS; MAINTENANCE; RULES;
D O I
10.1007/978-3-030-22815-6_24
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In real-world many information systems are varying over time. How to process efficiently dynamic data is a hot issue in data mining research field. Processing information with preference-ordered attribute domain is an important task in multi-criteria decision making. Since dominance-based rough set approach can process information with preference-ordered attribute domain, it has been applied widely to multi-criteria decision making. In the paper, we introduce a new strategy of updating approximations in DRSA under the cases when a lot of objects being added. For thus, the notation of base boundaries of approximations in DRSA is given to reduce the redundant computation in updating approximations. The feasibility of the approach was validated by a numerical example.
引用
收藏
页码:312 / 320
页数:9
相关论文
共 50 条
  • [31] An incremental approach for calculating dominance-based rough set dependency
    Rana Muhammad Kaleem Ullah
    Usman Qamar
    Muhammad Summair Raza
    John Ahmet Erkoyuncu
    [J]. Soft Computing, 2024, 28 : 3757 - 3781
  • [32] The study of variable consistency dominance-based rough set approach
    [J]. Guan, Y. (jn_gyy@163.com), 1600, Binary Information Press, P.O. Box 162, Bethel, CT 06801-0162, United States (09):
  • [33] An Extended Dominance-Based Rough Set Approach to Group Decision
    Bi, Wen-Jie
    Chen, Xiao-Hong
    [J]. 2007 INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-15, 2007, : 5753 - 5756
  • [34] A Comprehensive Study on Reducts in Dominance-Based Rough Set Approach
    Kusunoki, Yoshifumi
    Inuiguchi, Masahiro
    [J]. MODELING DECISIONS FOR ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2008, 5285 : 167 - 178
  • [35] Evaluation of a dominance-based rough set approach to interface design
    Maciag, Timothy
    Hepting, Daryl H.
    Hilderman, Robert J.
    Slezak, Dominik
    [J]. PROCEEDINGS OF THE FRONTIERS IN THE CONVERGENCE OF BIOSCIENCE AND INFORMATION TECHNOLOGIES, 2007, : 409 - +
  • [36] The Dominance-Based Rough Set Approach as a Business Analytical Tool
    Gaia do Couto, Ayrton Benedito
    Autran Monteiro Gomes, Luiz Flavio
    [J]. 2016 6TH INTERNATIONAL CONFERENCE ON COMPUTERS COMMUNICATIONS AND CONTROL (ICCCC), 2016, : 220 - 227
  • [37] Variable-precision dominance-based rough set approach
    Inuiguchi, Masahiro
    Yoshioka, Yukihiro
    [J]. ROUGH SETS AND CURRENT TRENDS IN COMPUTING, PROCEEDINGS, 2006, 4259 : 203 - +
  • [38] Dominance-based Rough Set Analysis of Uncertain Data Tables
    Fan, Tuan-Fang
    Liau, Churn-Jung
    Liu, Duen-Ren
    [J]. PROCEEDINGS OF THE JOINT 2009 INTERNATIONAL FUZZY SYSTEMS ASSOCIATION WORLD CONGRESS AND 2009 EUROPEAN SOCIETY OF FUZZY LOGIC AND TECHNOLOGY CONFERENCE, 2009, : 294 - 299
  • [39] Dominance-Based Rough Set Approach and Bipolar Abstract Rough Approximation Spaces
    Greco, Salvatore
    Matarazzo, Benedetto
    Slowinski, Roman
    [J]. ROUGH SETS AND CURRENT TRENDS IN COMPUTING, PROCEEDINGS, 2008, 5306 : 31 - +
  • [40] Dominance-based fuzzy rough set approach for incomplete interval-valued data
    Dai, Jianhua
    Yan, Yuejun
    Li, Zhaowen
    Liao, Beishui
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2018, 34 (01) : 423 - 436