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一种基于模糊规则的分类方法 被引量:1

A New Classification Method Based on Fuzzy Rules
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摘要 本文提出了一种基于模糊规则的分类方法。首先介绍了一种新的模糊规则提取方法 ,然后基于所提取的模糊规则给出了一个采用二级判决的分类算法 ,并利用IRIS数据对此分类算法进行了仿真测试。结果表明 ,该算法在训练样本较少的情况下 ,仍能得到很好的分类效果。 A new classification method is proposed based on fuzzy rules. This method firstly introduces the fuzzy rule extraction technology which is suitable for classification, then presents a two-level determination classification algorithm based on fuzzy rules. The performance of the classification algorithm is tested by the real IRIS data, And the results show that this algorithm has very good classification performance even with fewer training samples.
出处 《计算机工程与科学》 CSCD 2004年第3期57-60,共4页 Computer Engineering & Science
关键词 模糊规则 神经网络 模糊逻辑 信息处理 模糊集 模糊分类 fuzzy rule fuzzy C-means clustering classification
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参考文献1

  • 1边肇祺.模式识别[M].清华大学出版社,1999..

共引文献60

同被引文献6

  • 1王立新.模糊系统与模糊控制教程[M]北京:清华大学出版社,2003.
  • 2Wang L X,Mendel J M. Generating fuzzy rules by learning from examples[J].IEEE Transactions on Systems Man and Cybernetics,1992,(06):1414-1427.doi:10.1109/21.199466.
  • 3Ishibuchi H,Yarnamoto T. Rule weight specification in fuzzy rule-based classification systems[J].IEEE Transactions on Fuzzy Systems,2005,(04):428-435.doi:10.1109/TFUZZ.2004.841738.
  • 4Chakraborty D,Pal N R. A neuro-fuzzy scheme for simultaneous feature selection and fuzzy nde-based classification[J].IEEE Transactions on Neural Networks,2004,(01):110-123.
  • 5Ishibuchi H,Nakashirna T,Murata T. Performance evaluation of fuzzy classifier systems for multidimensional pattern classification problems[J].IEEE Transactions on Systems Man and Cybernetics-Part B:Cybernetics,1999,(05):601-618.doi:10.1109/3477.790443.
  • 6王永富,王殿辉,柴天佑.一个具有完备性和鲁棒性的模糊规则提取算法[J].自动化学报,2010,36(9):1337-1342. 被引量:35

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