Noninvasive data analysis: a web of information granules

被引:0
|
作者
W. Pedrycz
G. Vukovich
机构
[1] University of Alberta,Department of Electrical and Computer Engineering
[2] Spacecraft Engineering,Canadian Space Agency
[3] Polish Academy of Sciences,Systems Research Institute
来源
Soft Computing | 2004年 / 8卷
关键词
Noninvasive data analysis; Information granules; Information granulation; Data mining; Linguistic modifiers;
D O I
暂无
中图分类号
学科分类号
摘要
The study is concerned with a development of information granules and their use in data analysis. The design of information granules exploits a concept of “overshadowing” meaning that, we retain a given level of membership to a given concept unless faced with a contrary evidence. A detailed algorithm is provided and illustrated through a number of numerical studies. The idea of noninvasive data analysis is then introduced and discussed from a standpoint of a minimal level of structural dependencies to be used in the model.
引用
收藏
页码:657 / 662
页数:5
相关论文
共 50 条
  • [21] Data classification algorithm based on Information Granules included by AFS
    Wang, Yanli
    Lu, Wei
    Liu, Xiaodong
    Wang, Xiaoyong
    2022 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2022,
  • [22] Data reconstruction with information granules: An augmented method of fuzzy clustering
    Hu, Xingchen
    Pedrycz, Witold
    Wu, Guohua
    Wang, Xianmin
    APPLIED SOFT COMPUTING, 2017, 55 : 523 - 532
  • [23] Clustering Granular Data and Their Characterization With Information Granules of Higher Type
    Gacek, Adam
    Pedrycz, Witold
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2015, 23 (04) : 850 - 860
  • [24] Knowledge-based clustering: From data to information granules
    Ulieru, M
    INFORMATION PROCESSING & MANAGEMENT, 2006, 42 (01) : 321 - 322
  • [25] Meta-analysis of network information security and Web data mining techniques
    Wu, Dongling
    Shan, Shaolong
    PROCEEDINGS OF THE FIRST INTERNATIONAL CONFERENCE ON INFORMATION SCIENCES, MACHINERY, MATERIALS AND ENERGY (ICISMME 2015), 2015, 126 : 1974 - 1977
  • [26] Big Data and the Web Discovering Meaningful Information from Web Data using Data Mining Techniques
    Abd Wahab, Mohd Helmy
    2015 4TH INTERNATIONAL CONFERENCE ON RELIABILITY, INFOCOM TECHNOLOGIES AND OPTIMIZATION (ICRITO) (TRENDS AND FUTURE DIRECTIONS), 2015,
  • [27] Web information monitoring: an analysis of Web page updates
    Tan, B
    Foo, S
    Hui, SC
    ONLINE INFORMATION REVIEW, 2001, 25 (01) : 6 - 18
  • [28] Nutritional information on the Web: An analysis of information sought and information provided
    Doran, SG
    Eastman, CM
    Jansen, BJ
    INFORMATION TECHNOLOGY AND ORGANIZATIONS: TRENDS, ISSUES, CHALLENGES AND SOLUTIONS, VOLS 1 AND 2, 2003, : 106 - 108
  • [29] Data model for warehousing historical Web information
    Cao, YY
    Lim, EP
    Ng, WK
    INFORMATION AND SOFTWARE TECHNOLOGY, 2003, 45 (06) : 315 - 334
  • [30] An Information Visualisation System for the Understanding of Web Data
    Pascual-Cid, Victor
    IEEE SYMPOSIUM ON VISUAL ANALYTICS SCIENCE AND TECHNOLOGY 2008, PROCEEDINGS, 2008, : 183 - 186