期刊文献+

模糊数空间上的积分度量及其在模糊聚类中的应用 被引量:3

Integral metric on Fuzzy Number space and its application to Fuzzy Clustering
原文传递
导出
摘要 在本文中,首先利用区间数的EW-型度量探讨了模糊数空间上的积分度量问题,给出了模糊数空间上的一种新的积分度量-EW-型积分度量,并证明了其相关性质.其次,作为EW-型积分度量的应用,设计了对属性特征为三角模糊数的事物进行分类的模糊聚类算法.然后通过实例分析,说明了EW-型积分度量使模糊聚类算法实现的更简单易行,分类更加精细,合理有效等。 In this paper, the metric problem of integrals in the fuzzy number space is firstly discussed using EW metric of interval numbers. A new integral metric, EW-type integral metric, and proposed with its proved relevant properties. Secondly, as an application, a fuzzy clustering algorithm is designed to classify objects with the feature of triangle fuzzy numbers. The example analysis shows that the proposed algorithm using EW-type integral metric has easier implementation, better precision and efficiency.
出处 《模糊系统与数学》 北大核心 2017年第4期69-77,共9页 Fuzzy Systems and Mathematics
基金 国家自然科学基金项目(11461052) 内蒙古自然科学基金项目(2014MS0107)
关键词 模糊数 积分度量 三角模糊数 聚类中心 模糊聚类 Fuzzy Numbers, Integral metric, triangle fuzzy numbers. Cluster Center, Fuzzy Cluster.
  • 相关文献

参考文献2

二级参考文献15

  • 1刘华文.基于距离测度的模糊数排序[J].山东大学学报(理学版),2004,39(2):30-36. 被引量:44
  • 2齐照辉,张为华,范玉珠.一种新型区间数多属性决策算法研究[J].运筹与管理,2006,15(4):51-55. 被引量:11
  • 3罗承忠.模糊集引论[M].北京:北京师范大学出版社,2005:48-83.
  • 4Dunn J C. A fuzzy relative of the ISODATA process and its use in detecting compact well-separated clusters [J]. J Cybernet,1974,3(2):32-57.
  • 5Bezdek J C. Pattern Recognition with Fuzzy Objective Function Algorithms[M]. New York: Plenum Press,1981.
  • 6Pezdrey W. Condition fuzzy C-means[J]. Recognition Letters, 1996,17(4) :625-637.
  • 7Bellman R E, Zadeh L A. Decision-making in a fuzzy environment [J ]. Management Science, 1970, 17 (4):141-164.
  • 8Chiu Stephen L. A cluster estimation method to fuzzy model identication[A]. Proc of the IEEE Conf on Control Appilcations - Part2(of 3)[C]. 1994. 1240-1245.
  • 9Bezdek J C, Dunn J C. Optimal fuzzy partitions: A heuristic for extimating the parameters in a mixture of normal distributions [J]. IEEE Trans on Computer,1986,35 (8): 935-938.
  • 10Cheng T W, Goldgof Dmitry B, Hall Lawren E O.Fast fuzzy clustering [J]. Fuzzy Sets and Systems,1998, 93(1) :49-56.

共引文献34

同被引文献30

引证文献3

二级引证文献1

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部