A Generalized Rough Set Approach to Attribute Generalization in Data Mining

被引：4
|
作者：
李天瑞
徐扬
机构：
来源：
Journal of Southwest Jiaotong University | 2000年 / 01期
关键词：
rough set; data mining; inductive learning;
D O I：
暂无
中图分类号：
P62 [地质、矿产普查与勘探];
学科分类号：
0818 ; 081801 ;
摘要：
This paper presents a generalized method for updating approximations of a concept incrementally, which can be used as an effective tool to deal with dynamic attribute generalization. By combining this method and the LERS inductive learning algorithm, it also introduces a generalized quasi incremental algorithm for learning classification rules from data bases.
引用
收藏
页码：69 / 75
页数：7
相关论文
共 50 条
  • [21] A new data mining approach combined with extension set and rough set
    Tang, Zhi-Hang
    Tian, Wen-Bin
    Journal of Software, 2014, 9 (02) : 451 - 457
  • [22] Attribute Selection for Partially Labeled Categorical Data By Rough Set Approach
    Dai, Jianhua
    Hu, Qinghua
    Zhang, Jinghong
    Hu, Hu
    Zheng, Nenggan
    IEEE TRANSACTIONS ON CYBERNETICS, 2017, 47 (09) : 2460 - 2471
  • [23] The research of data mining approach based on rough set theory
    Zheng, Liying
    Li, Yongchang
    Liu, Liyan
    INFORMATION, MANAGEMENT AND ALGORITHMS, VOL II, 2007, : 97 - 101
  • [24] A rough set approach to the data mining of inconsistent information system
    Zhou, Qingmin
    Yin, Chenbo
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2006, 13E : 3541 - 3545
  • [25] A Comparison of Some Rough Set Approaches to Mining Symbolic Data with Missing Attribute Values
    Grzymala-Busse, Jerzy W.
    FOUNDATIONS OF INTELLIGENT SYSTEMS, 2011, 6804 : 52 - 61
  • [26] Attribute generalization and fuzziness in data mining contexts
    Tsumoto, Shusaku
    Rough Sets, Fuzzy Sets, Data Mining and Granular Computing, Proceedings, 2007, 4482 : 379 - 386
  • [27] A rough set approach for selecting clustering attribute
    Herawan, Tutut
    Deris, Mustafa Mat
    Abawajy, Jemal H.
    KNOWLEDGE-BASED SYSTEMS, 2010, 23 (03) : 220 - 231
  • [28] Attribute selection in marketing: A rough set approach
    Mahapatra, Sabita
    Sreekumar
    Mahapatra, S. S.
    IIMB MANAGEMENT REVIEW, 2010, 22 (1-2) : 16 - 24
  • [29] Experiments on data with three interpretations of missing attribute values - A rough set approach
    Grzymala-Busse, Jerzy W.
    Santoso, Steven
    INTELLIGENT INFORMATION PROCESSING AND WEB MINING, PROCEEDINGS, 2006, : 143 - +
  • [30] Approach to Data Table Decomposition Based on Rough Set Attribute Selection Measure
    Jin, Wenbing
    SECOND INTERNATIONAL CONFERENCE ON GENETIC AND EVOLUTIONARY COMPUTING: WGEC 2008, PROCEEDINGS, 2008, : 543 - 548
12345