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基于Rough集理论的模糊值属性信息表简化方法 被引量:14

Simplification of Information Table with Fuzzy-Valued Attributes Based on Rough Sets
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摘要 为了有效地在信息表中处理取值为模糊术语的属性 ,解决Rough集对模糊值属性处理能力较弱的问题 ,提出了模糊不可分辨关系的概念 ,用于处理属性值为模糊术语的信息表 将约简、核、相对约简与相对核以及规则的约简与核等Rough集理论中一系列知识约简的概念推广到模糊环境下 ,提出了一种有效的模糊值信息表简化的启发式算法 In order to effectively deal with imprecise linguistic terms in information tables and to improve the ability of dealing with initial fuzzy data, fuzzy indiscernibility relation is proposed. Some basic concepts of rough sets such as reduct and core of knowledge are generalized to the fuzzy environment. A heuristic algorithm is presented to simplify decision tables with fuzzy-valued attributes. A numerical example is given to prove that the proposed approach is suprior to the Pawlak's typical approach and some other scholars' works in the simplification of decision tables with fuzzy-valued attributes.
出处 《计算机研究与发展》 EI CSCD 北大核心 2004年第11期1974-1981,共8页 Journal of Computer Research and Development
基金 教育部科学技术研究重点项目 (0 3 0 17) 河北省自然科学基金项目 (60 3 13 7) 河北省教育厅博士基金项目 (B2 0 0 3 117)
关键词 知识发现 ROUGH集 不可分辨关系 模糊约简 模糊核 knowledge discovery rough sets indiscernibility relation fuzzy reduct fuzzy core
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参考文献9

  • 1Z Pawlak. Rough sets. International Journal of Computer and Information Sciences, 1982, 11(5): 341~356
  • 2史忠植 . 知识发现 . 北京: 清华大学出版社, 2002(Shi Zhongzhi. Knowledge Discovery(in Chinese). Beijing: Tsinghua University Press, 2002)
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二级参考文献7

  • 11,Z.Pawlak.Rough setsTheoretical aspects of reasoning about data.Kluwer Academic Publishers,1991
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