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  • 标题:A Framework of Granular Computing Clustering Algorithms
  • 本地全文:下载
  • 作者:Hongbing Liu ; Chunhua Liu ; Chang-an Wu
  • 期刊名称:International Journal of Hybrid Information Technology
  • 印刷版ISSN:1738-9968
  • 出版年度:2015
  • 卷号:8
  • 期号:12
  • 页码:225-230
  • DOI:10.14257/ijhit.2015.8.12.16
  • 出版社:SERSC
  • 摘要:A framework of granular computing clustering algorithms is proposed in the paper. Firstly, granules are represented as the normal forms, such the diamond granule in 2- domensional space and hyperdiamond granule in N-dimensional space, sphere granule in 2-dimensional space and hypersphere granule in N-dimensional space. Secondly, operations between two granules are designed to realize the transformation between two spaces with different granularities. Thirdly, the threshold of granularity is used to control the join process between two granules. The performance of granular computing algorithms is evaluated by the experimental results on the data sets selected from machine learning repository.
  • 关键词:Granular Computing; hyperdiamond; join Operation
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