• ISSN 0258-2724
  • CN 51-1277/U
  • EI Compendex
  • Scopus
  • Indexed by Core Journals of China, Chinese S&T Journal Citation Reports
  • Chinese S&T Journal Citation Reports
  • Chinese Science Citation Database
Volume 20 Issue 3
Jun.  2007
Turn off MathJax
Article Contents
LIU Dun, HU Pei, CHEN Zhijie. Improved Models of Rough Set Decision-Making and Cluster Analysis[J]. Journal of Southwest Jiaotong University, 2007, 20(3): 330-334.
Citation: LIU Dun, HU Pei, CHEN Zhijie. Improved Models of Rough Set Decision-Making and Cluster Analysis[J]. Journal of Southwest Jiaotong University, 2007, 20(3): 330-334.

Improved Models of Rough Set Decision-Making and Cluster Analysis

  • Received Date: 07 Sep 2006
  • Publish Date: 25 Jun 2007
  • By analyzing the intrinsic relationship between the rough set theory and the cluster analysis,their syncretized mechanism was investigated and the correlative mathematical demonstrations were given.Owing to the fact that it is difficult to build a decision table in rough set decision-making,a new concept,equivalent cluster,was put forward by expanding an information table by using the cluster analysis as a tool.As a result,a rough set decision-making model based on the cluster analysis was proposed.In view of the unreasonable determination of weight in the cluster analysis,thinking of attribute reduction in the rough set theory was used to solve the problem of weight determination and redundancy,and a cluster analysis model based on the rough set theory was built so as to overcome the disadvantages of the current rough set decision-making and cluster analysis models.

     

  • loading
  • PAWLAK Z.Rough sets[J] International Journal of Computer and Information Sciences,1982(11):341-356.[2] 秦克云,涂文彪.粗糙集代数与格蕴涵代数[J].西南交通大学学报,2006,39(6):754-757.QIN Keyun,TU Weibiao.Rough set algebra and lattice implication algebra[J].Journal of Southwest Jiaotong University,2006,39(6):754-757.[3] 杜卫锋,孙士保.模糊粗糙集的表示定理[J].西南交通大学学报,2005,40(2):118-121.DU Weifeng,SUN Shibao.On the representation theorems of fuzzy rough sets[J].Journal of Southwest Jiaotong University,2005,40(2):118-121.[4] 来升强.数据挖掘中高维定性数据的粗糙集聚类[J].统计研究,2005(8):56-60.LAI Shengqiang.Clustering of rough set of qualitative data of high dimension in data mining[J].Statistical Research,2005(8):56-60.[5] 何平.数理统计与多元统计[M].成都:西南交通大学出版社,2004:174-179.[6] 孙士保.基于粗糙集的数据聚类方法研究[J].计算机工程与应用,2006(22):140-142.SUN Shibao.Research on data clustering algorithm based on rough sets[J].Computer Engineering and Applications,2006(22):140-142.[7] 张文修,吴伟志,梁吉业,等.粗糙集理论与方法[M].北京:科学出版社,2001:1-20.[8] 张文修,仇国芳.基于粗糙集理论的不确定性决策[M].北京:清华大学出版社,2005:33-35.
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索
    Article views(1458) PDF downloads(310) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return