KMS Of Academy of mathematics and systems sciences, CAS
World Expo 2010 Pavilions Clustering Analysis Based on Self-Organizing Map | |
Li Qianqian1,2; Gu Jifa2,3 | |
2016-08-01 | |
发表期刊 | JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY |
ISSN | 1009-6124 |
卷号 | 29期号:4页码:1089-1099 |
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. |
关键词 | Pavilions clustering self-organizing map World Expo |
DOI | 10.1007/s11424-015-4167-0 |
语种 | 英语 |
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 |
WOS类目 | Mathematics, Interdisciplinary Applications |
WOS记录号 | WOS:000384985600013 |
出版者 | SPRINGER HEIDELBERG |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/23983 |
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. |
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