Knowledge-oriented clustering for decision support

被引：0
|
作者：
Bean, CL [1 ]
Kambhampati, C [1 ]
机构：
[1] Univ Hull, Dept Comp Sci, Neural Emergent & Agent Technol Grp, Kingston Upon Hull HU6 7RX, N Humberside, England
来源：
PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS 2003, VOLS 1-4 | 2003年
关键词：
Rough Set Theory; knowledge-oriented clustering; ambiguity; decision support;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Cluster Analysis is traditionally an unsupervised data reduction technique. However, by unifying ideas from both Cluster Analysis and Rough Set Theory, the inherent structure of a data set can be expressed as a rule set which, in turn, can be modified in a supervised manner to obtain a decision rule set with minimal ambiguity. This process of encasing knowledge extraction in an algorithmic framework results in an optimal process for decision support.
引用
收藏
页码：3244 / 3249
页数：6
相关论文
共 50 条
  • [1] CONSIDERATIONS ABOUT THE MEANING OF DECISION SUPPORT SYSTEMS IN A KNOWLEDGE-ORIENTED BUSINESS ENVIRONMENT
    Homocianu, Daniel
    ROMANIA WITHIN THE EU: OPPORTUNITIES, REQUIREMENTS AND PERSPECTIVES, VOL II, 2007, : 211 - 215
  • [2] Autonomous Knowledge-Oriented Clustering Using Decision-Theoretic Rough Set Theory
    Yu, Hong
    Chu, Shuangshuang
    Yang, Dachun
    ROUGH SET AND KNOWLEDGE TECHNOLOGY (RSKT), 2010, 6401 : 687 - 694
  • [3] Autonomous Knowledge-oriented Clustering Using Decision-Theoretic Rough Set Theory
    Yu, Hong
    Chu, Shuangshuang
    Yang, Dachun
    FUNDAMENTA INFORMATICAE, 2012, 115 (2-3) : 141 - 156
  • [4] A knowledge-oriented clustering technique based on rough sets
    Hirano, S
    Tsumoto, S
    25TH ANNUAL INTERNATIONAL COMPUTER SOFTWARE & APPLICATIONS CONFERENCE, 2001, : 632 - 637
  • [5] KNOWLEDGE-ORIENTED INTELLECTUAL METHODS DECISION UNDER UNCERTAINTY
    Kucherenko, E., I
    Hodak, M., V
    RADIO ELECTRONICS COMPUTER SCIENCE CONTROL, 2015, 4 : 45 - 51
  • [6] Knowledge-Oriented Terminography
    Urena Gomez-Moreno, Jose Manuel
    TERMINOLOGY, 2012, 18 (02): : 273 - 280
  • [7] Knowledge-oriented company
    Morawski, Mieczyslaw
    E-MENTOR, 2006, (04): : 61 - 67
  • [8] The Paradigm of Knowledge-Oriented Industrial Policy
    Dobrinsky, Rumen
    JOURNAL OF INDUSTRY COMPETITION & TRADE, 2009, 9 (04): : 273 - 305
  • [9] A Knowledge-Oriented Resilience Assessment Framework
    Sell, Denilson
    Selig, Paulo
    Giugliani, Eduardo
    Trierveiler, Heron
    Schneider, Viviane
    Todesco, Jose
    Morales, Aran
    PROCEEDINGS OF THE 22ND EUROPEAN CONFERENCE ON KNOWLEDGE MANAGEMENT (ECKM 2021), 2021, : 682 - 691
  • [10] Structure of knowledge mesh in knowledge-oriented manufacturing system
    Research Institute of Automation, Southeast University, Nanjing 210096, China
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2008, 14 (03): : 595 - 601
12345