Combining data mining and Game Theory in manufacturing strategy analysis

被引:0
|
作者
Yi Wang
机构
[1] Cardiff University,Manufacturing Engineering Centre
来源
关键词
Data mining; Game Theory; Manufacturing strategy analysis; Nash equilibrium; Formal concept;
D O I
暂无
中图分类号
学科分类号
摘要
The work presented in this paper is result of a rapid increase of interest in game theoretical analysis and a huge growth of game related databases. It is likely that useful knowledge can be extracted from these databases. This paper argues that applying data mining algorithms together with Game Theory poses a significant potential as a new way to analyze complex engineering systems, such as strategy selection in manufacturing analysis. Recent research shows that combining data mining and Game Theory has not yet come up with reasonable solutions for the representation and structuring of the knowledge in a game. In order to examine the idea, a novel approach of fusing these two techniques has been developed in this paper and tested on real-world manufacturing datasets. The obtained results have been indicated the superiority of the proposed approach. Some fruitful directions for future research are outlined as well.
引用
收藏
页码:505 / 511
页数:6
相关论文
共 50 条
  • [1] Combining data mining and Game Theory in manufacturing strategy analysis
    Wang, Yi
    [J]. JOURNAL OF INTELLIGENT MANUFACTURING, 2007, 18 (04) : 505 - 511
  • [2] Integration of Data Mining with Game Theory
    Wang, Yi
    [J]. Knowledge Enterprise: Intelligent Strategies in Product Design, Manufacturing, and Management, 2006, 207 : 275 - 280
  • [3] Data Analysis Support by Combining Data Mining and Text Mining
    Matsumoto, Tomoya
    Sunayama, Wataru
    Hatanaka, Yuji
    Ogohara, Kazunori
    [J]. 2017 6TH IIAI INTERNATIONAL CONGRESS ON ADVANCED APPLIED INFORMATICS (IIAI-AAI), 2017, : 313 - 318
  • [4] A framework for data mining on combinatorial game theory
    Hooks, David
    Ding, Qin
    [J]. JOURNAL OF COMPUTATIONAL METHODS IN SCIENCES AND ENGINEERING, 2009, 9 (01) : S91 - S98
  • [5] Game Theory Strategy for Information Standardization Work in Manufacturing Enterprise
    Jiang, Jianjun
    Wang, Junbiao
    Li, Shuguang
    Zhang, Jianxin
    [J]. ADVANCED DESIGN AND MANUFACTURE TO GAIN A COMPETITIVE EDGE: NEW MANUFACTURING TECHNIQUES AND THEIR ROLE IN IMPROVING ENTERPRISE PERFORMANCE, 2008, : 503 - 512
  • [6] Breaking Tor anonymity with game theory and data mining
    Wagner, Cynthia
    Wagener, Gerard
    State, Radu
    Dulaunoy, Alexandre
    Engel, Thomas
    [J]. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2012, 24 (10): : 1052 - 1065
  • [7] Game Theory Analysis of the Virtual Water Strategy
    Zhi, Yuan
    Hamilton, Paul B.
    Wang, Xiufeng
    Zhang, Zundong
    Liang, Longyue
    [J]. WATER RESOURCES MANAGEMENT, 2018, 32 (14) : 4747 - 4761
  • [8] Game Theory: A Nontechnical Introduction to the Analysis of Strategy
    Chang, Myong-Hun
    [J]. EASTERN ECONOMIC JOURNAL, 2013, 39 (02) : 267 - 269
  • [9] Analysis of the manufacturing signature using data mining
    Mason, R. J.
    Rahman, M. Mostafizur
    Maw, T. M. M.
    [J]. PRECISION ENGINEERING-JOURNAL OF THE INTERNATIONAL SOCIETIES FOR PRECISION ENGINEERING AND NANOTECHNOLOGY, 2017, 47 : 292 - 302
  • [10] Game Theory Analysis of the Virtual Water Strategy
    Yuan Zhi
    Paul B. Hamilton
    Xiufeng Wang
    Zundong Zhang
    Longyue Liang
    [J]. Water Resources Management, 2018, 32 : 4747 - 4761