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Classification Algorithm of Case Retrieval Based on Granularity Calculation of Quotient Space

文献类型：期刊论文

作者Lu, Jiaxing1; Jiang, Qing2; Huang, He2; Zhang, Zhengyong2; Wang, Rujing2
刊名INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE
出版日期2021
卷号35
关键词Granular computing quotient space case retrieval case-based reasoning
ISSN号0218-0014
DOI10.1142/S0218001421500038
通讯作者Jiang, Qing(jiangqing@iim.ac.cn) ; Huang, He(hhuang@iim.ac.cn)
英文摘要Case retrieval is one of the key steps of case-based reasoning. The quality of case retrieval determines the effectiveness of the system. The common similarity calculation methods based on attributes include distance and inner product. Different similarity calculations have different influences on the effect of case retrieval. How to combine different similarity calculation results to get a more widely used and better retrieval algorithm is a hot issue in the current case-based reasoning research. In this paper, the granularity of quotient space is introduced into the similarity calculation based on attribute, and a case retrieval algorithm based on granularity synthesis theory is proposed. This method first uses similarity calculation of different attributes to get different results of case retrieval, and considers that these classification results constitute different quotient spaces, and then organizes these quotient spaces according to granularity synthesis theory to get the classification results of case retrieval. The experimental results verify the validity and correctness of this method and the application potential of granularity calculation of quotient space in case-based reasoning.
资助项目[2016YFD0702002] ; [2016YFD0702001] ; [2016YFD0702003] ; [2017YFD0700705-3] ; [2017YFD0700501] ; Department of Education of Guangdong Province, PRC[2017GKTSCX060] ; National Natural Science Foundation of China[61773360] ; National Natural Science Foundation of China[61863013] ; National Natural Science Foundation of China[61503362] ; National Natural Science Foundation of China[61305111] ; National Natural Science Foundation of China[31671586] ; National Natural Science Foundation of China[91420104] ; Natural Science Foundation of Anhui Province[1508085MF133] ; Key Technology and Equipment Research and Development of Intelligent Harvest of Chinese Wolfberry with High E+/-ciency and Low Loss[nxzdkjxm2016-04] ; Research and Application of Soil Fertility Rapid Sensing Device and Large Data Fertilization Model[15czz03129] ; Research of Agricultural Science and Technology in Ningxia[XD-XMBW-2016001] ; Construction of Test and Maturation Platform for Complete Sets of Hardware and Software in Agricultural Internet of Things [Shanghai Agriculture Promotion Word (2016)][2-5-11] ; Natural Key Projects of the Department of Education of Anhui Province[KJ2016A305]
WOS研究方向Computer Science
语种英语
WOS记录号WOS:000621647200003
出版者WORLD SCIENTIFIC PUBL CO PTE LTD
资助机构Department of Education of Guangdong Province, PRC ; National Natural Science Foundation of China ; Natural Science Foundation of Anhui Province ; Key Technology and Equipment Research and Development of Intelligent Harvest of Chinese Wolfberry with High E+/-ciency and Low Loss ; Research and Application of Soil Fertility Rapid Sensing Device and Large Data Fertilization Model ; Research of Agricultural Science and Technology in Ningxia ; Construction of Test and Maturation Platform for Complete Sets of Hardware and Software in Agricultural Internet of Things [Shanghai Agriculture Promotion Word (2016)] ; Natural Key Projects of the Department of Education of Anhui Province
源URL[http://ir.hfcas.ac.cn:8080/handle/334002/120841]  
专题中国科学院合肥物质科学研究院
通讯作者Jiang, Qing; Huang, He
作者单位1.Jiangxi Normal Univ, Nanchang 330022, Jiangxi, Peoples R China
2.Chinese Acad Sci, Inst Intelligent Machines, Hefei 230031, Anhui, Peoples R China
推荐引用方式
GB/T 7714		 Lu, Jiaxing,Jiang, Qing,Huang, He,et al. Classification Algorithm of Case Retrieval Based on Granularity Calculation of Quotient Space[J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE,2021,35.
APA Lu, Jiaxing,Jiang, Qing,Huang, He,Zhang, Zhengyong,&Wang, Rujing.(2021).Classification Algorithm of Case Retrieval Based on Granularity Calculation of Quotient Space.INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE,35.
MLA Lu, Jiaxing,et al."Classification Algorithm of Case Retrieval Based on Granularity Calculation of Quotient Space".INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE 35(2021).

入库方式： OAI收割

来源：合肥物质科学研究院

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