An Improved Attribute Reduction Algorithm based on Granular Computing

被引:0
|
作者
Tang, X. [1 ,2 ]
Shu, L. [1 ]
机构
[1] Univ Elect Sci & Technol China, Sch Math Sci, Chengdu 611731, Peoples R China
[2] Sichuan Normal Univ, Coll Math & Software Sci, Chengdu 610066, Peoples R China
关键词
attribute reduction; granular computing; rough set; attribute significance;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Granular computing is a new intelligent computing method based on problem solving, information processing and pattern classification. Granular computing based attribute reduction method is an important application of Granular computing. These algorithms are mostly based on reduction core. However, some information systems may have no reduction core, especially in the actual application data. For this case, those algorithms are powerless. In this paper, an improved reduction algorithm based on granular computing is proposed. The algorithm is validated by the experimental result.
引用
收藏
页码:856 / 864
页数:9
相关论文
共 50 条
  • [1] A New Attribute Reduction Recursive Algorithm Based On Granular Computing
    Li, Daoguo
    Chen, Zhaoxia
    Yin, Jie
    [J]. JOURNAL OF COMPUTERS, 2013, 8 (03) : 630 - 637
  • [2] Attribute reduction based on granular computing
    Hu, Jun
    Wang, GuoYin
    Zhang, QingHua
    Liu, XianQuan
    [J]. ROUGH SETS AND CURRENT TRENDS IN COMPUTING, PROCEEDINGS, 2006, 4259 : 458 - 466
  • [3] Granular Computing-based Binary Discernibility Matrix Attribute Reduction Algorithm
    Xie, Jun
    Xu, Xinying
    Lu, Xinhong
    Xie, Keming
    [J]. 2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 650 - 654
  • [4] RESEARCH ON ATTRIBUTE REDUCTION ALGORITHM IN COVERING GRANULAR COMPUTING MODEL
    Zhou, Jia-Qing
    Nie, Hong-Mei
    [J]. PROCEEDINGS OF 2018 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS (ICMLC), VOL 2, 2018, : 366 - 369
  • [5] The attribute reduction algorithm based on parallel computing
    Liang, Baohua
    Zheng, Shangzhi
    Wang, Lin
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2017, 32 (03) : 1867 - 1875
  • [6] ATTRIBUTE REDUCTION ALGORITHM BASED ON COGNITIVE MODEL OF GRANULAR COMPUTING IN INCONSISTENT DECISION INFORMATION SYSTEMS
    Tang, Xiao
    Shu, Lan
    [J]. TEHNICKI VJESNIK-TECHNICAL GAZETTE, 2014, 21 (01): : 49 - 54
  • [7] Granular computing and attribute reduction based on a new discernibility function
    Lin, Yan
    Shuo, Yan
    [J]. International Journal of Simulation: Systems, Science and Technology, 2016, 17 (33): : 1 - 24
  • [8] An Improved Attribute Reduction Algorithm Based on Importance of Attribute Value
    Li, Ju
    Fan, Xiaowen
    Wang, Xing
    [J]. 2010 SYMPOSIUM ON SECURITY DETECTION AND INFORMATION PROCESSING, 2010, 7 : 356 - 359
  • [9] An Improved Attribute Reduction Algorithm based on Attribute Importance Function
    Duan, Longzhen
    Xiahou, Zhenyu
    Zhong, Erying
    Zhou, Qing
    Huang, Longjun
    Xiao, Yang
    [J]. 2008 INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION WORKSHOP: IITA 2008 WORKSHOPS, PROCEEDINGS, 2008, : 7 - +
  • [10] An efficient and complete attribute reduction algorithm based on knowledge granular
    Zhao, Jie
    Xiao, Nan-Feng
    [J]. Zhongnan Daxue Xuebao (Ziran Kexue Ban)/Journal of Central South University (Science and Technology), 2009, 40 (06): : 1623 - 1629