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

World Expo 2010 Pavilions Clustering Analysis Based on Self-Organizing Map
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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.
出处 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2016年第4期1089-1099,共11页 系统科学与复杂性学报(英文版)
基金 supported by 973 Research Program under Grant No.2010CB731500 the National Natural Science Foundation of China under Grant Nos.71403262,91024010,91324009 Innovative Team Program under Grant No.GH13041 Major Program of Institute of Policy and Management,Chinese Academy of Sciences under Grant No.Y201201Z06
关键词 Pavilions clustering self-organizing map World Expo. 聚类的亭子;自我组织的地图;世界博览会;
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