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文章基本信息

  • 标题:Reduction Algorithm for Decision Table Combined with Grey Relational Analysis
  • 本地全文:下载
  • 作者:Jin Dai ; Xin Liu ; Feng Hu
  • 期刊名称:International Journal of Signal Processing, Image Processing and Pattern Recognition
  • 印刷版ISSN:2005-4254
  • 出版年度:2014
  • 卷号:7
  • 期号:3
  • 页码:193-202
  • DOI:10.14257/ijsip.2014.7.3.16
  • 出版社:SERSC
  • 摘要:The fuzziness and randomness of decision table affect hugely on the performance of knowledge acquisition in rough set. In order to reduce their influence, a novel reduction algorithm based on grey relational analysis is proposed. In the algorithm, every value of decision table is converted to the same domain. Moreover, on the basis of grey relational analysis, the grey relational matrix for the converted decision table is constructed to describe the equivalence relations between samples of decision table. Finally, the samples with the same similar level are adopted as the coarser granularity. The experiments fully show that the reduction decision table achieved almost the same recognition rate with less than one tenth of the former conditions. It fully shows the effectiveness of the algorithm.
  • 关键词:rough set; decision table; grey relational analysis; equivalence relation
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