Structure-Based Attribute Reduction in Variable Precision Rough Set Models

被引:6
作者
Inuiguchi, Masahiro [1 ]
机构
[1] Osaka Univ, Dept Syst Innovat, Grad Sch Engn Sci, 1-3 Machikaneyama, Toyonaka, Osaka 5608531, Japan
关键词
variable precision rough set; reduct; lower approximation; upper approximation; boundary region;
D O I
10.20965/jaciii.2006.p0657
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, structure-enhancing approaches to attribute reduction are proposed. Ten kinds of meaningful reducts are defined. The relations among them are clarified. Moreover their relations to reducts by structure-preserving approaches are also investigated. A few computational approaches to the proposed reducts are briefly described.
引用
收藏
页码:657 / 665
页数:9
相关论文
共 50 条
  • [41] Improved Algorithm and Further Research of β-reduct for Variable Precision Rough Set
    Yang Yanyan
    Chen Degang
    2012 IEEE INTERNATIONAL CONFERENCE ON GRANULAR COMPUTING (GRC 2012), 2012, : 783 - 786
  • [42] Application of Variable Precision Rough Set in Power Transformer Fault Diagnosis
    Gan, Shuchuan
    Zhou, Aihua
    Guo, Hui
    Tang, Ling
    MECHATRONICS, ROBOTICS AND AUTOMATION, PTS 1-3, 2013, 373-375 : 824 - 828
  • [43] Rough -set -driven approach for attribute reduction in fuzzy formal concept analysis
    Jose Benitez-Caballero, M.
    Medina, Jesus
    Ramirez-Poussa, Eloisa
    Slezak, Dominik
    FUZZY SETS AND SYSTEMS, 2020, 391 (117-138) : 117 - 138
  • [44] A Distance Measure Approach to Exploring the Rough Set Boundary Region for Attribute Reduction
    Parthalain, Neil Mac
    Shen, Qiang
    Jensen, Richard
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2010, 22 (03) : 305 - 317
  • [45] Fuzzy-rough set models and fuzzy-rough data reduction
    Ghroutkhar, Alireza Mansouri
    Nehi, Hassan Mishmast
    CROATIAN OPERATIONAL RESEARCH REVIEW, 2020, 11 (01) : 67 - 80
  • [46] Rough set-based decision tree using a core attribute
    Han, Sang-Wook
    Kim, Jae-Yearn
    INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING, 2008, 7 (02) : 275 - 290
  • [47] The Selection of Regional Key Technology Based on the Hybrid Model of Grey Fixed Clustering and Variable Precision Rough Set
    Jian Lirong
    Liu Sifeng
    Liu Yong
    NEW ASPECTS OF SYSTEMS THEORY AND SCIENTIFIC COMPUTATION, 2010, : 54 - +
  • [48] Application of Variable Precision Rough Set and Integrated Neural Network to Bearing Fault Diagnosis
    Niu, Xiaoling
    Liu, Bo
    Lin, Kezhang
    MECHATRONICS, ROBOTICS AND AUTOMATION, PTS 1-3, 2013, 373-375 : 1060 - 1063
  • [49] A Variable Precision Rough Set Model for Knowledge-assisted Management in Distance Education
    Zhang, Wei
    INTERNATIONAL JOURNAL OF EMERGING TECHNOLOGIES IN LEARNING, 2018, 13 (11) : 41 - 53
  • [50] Formation of a Compact Reduct Set Based on Discernibility Relation and Attribute Dependency of Rough Set Theory
    Das, Asit Kumar
    Chakrabarty, Saikat
    Sengupta, Shampa
    WIRELESS NETWORKS AND COMPUTATIONAL INTELLIGENCE, ICIP 2012, 2012, 292 : 253 - +