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World Expo 2010 Pavilions Clustering Analysis Based on Self-Organizing Map

文献类型：期刊论文

作者Li Qianqian1,2; Gu Jifa2,3
刊名JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY
出版日期2016-08-01
卷号29期号:4页码:1089-1099
关键词Pavilions clustering self-organizing map World Expo
ISSN号1009-6124
DOI10.1007/s11424-015-4167-0
英文摘要This paper reports the classification of 90 sample pavilions in Shanghai World Expo. An artificial intelligence based nonlinear clustering method known as Self-Organizing Map (SOM) has been used to classify expo pavilions. SOM is an efficient tool for visualization of multidimensional data. To conduct the classification, four characteristics namely Hurst exponent for queue length, Hurst exponent for waiting time, mean queue length and mean waiting time have been applied. The classification results show that Shanghai World Expo pavilions can be optimally classified into four classes. This result will shed light on further studies that how to manage the queue of World Expo pavilions in the future.
资助项目973 Research Program[2010CB731500] ; National Natural Science Foundation of China[71403262] ; National Natural Science Foundation of China[91024010] ; National Natural Science Foundation of China[91324009] ; Innovative Team Program[GH13041] ; Major Program of Institute of Policy and Management, Chinese Academy of Sciences[Y201201Z06]
WOS研究方向Mathematics
语种英语
WOS记录号WOS:000384985600013
出版者SPRINGER HEIDELBERG
源URL[http://ir.amss.ac.cn/handle/2S8OKBNM/23982]  
专题中国科学院数学与系统科学研究院
通讯作者Gu Jifa
作者单位1.Chinese Acad Sci, Inst Policy & Management, Beijing 100190, Peoples R China
2.Chinese Acad Sci, Ctr Interdisciplinary Studies Nat & Social Sci, Beijing 100190, Peoples R China
3.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714		 Li Qianqian,Gu Jifa. World Expo 2010 Pavilions Clustering Analysis Based on Self-Organizing Map[J]. JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY,2016,29(4):1089-1099.
APA Li Qianqian,&Gu Jifa.(2016).World Expo 2010 Pavilions Clustering Analysis Based on Self-Organizing Map.JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY,29(4),1089-1099.
MLA Li Qianqian,et al."World Expo 2010 Pavilions Clustering Analysis Based on Self-Organizing Map".JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY 29.4(2016):1089-1099.

入库方式： OAI收割

来源：数学与系统科学研究院

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