Knowledge Management System of Institutes of Science and Development ,CAS
General multidimensional cloud model and its application on spatial clustering in Zhanjiang, Guangdong | |
Deng, Y; Liu, SH; Zhang, WT; Wang, L; Wang, JH | |
发表期刊 | JOURNAL OF GEOGRAPHICAL SCIENCES |
关键词 | Multi-dimensional Cloud Spatial Clustering Data Mining Membership Degree Zhanjiang |
摘要 | Traditional spatial clustering methods have the disadvantage of "hardware division", and can not describe the physical characteristics of spatial entity effectively. In view of the above, this paper sets forth a general multi-dimensional cloud model, which describes the characteristics of spatial objects more reasonably according to the idea of non-homogeneous and non-symmetry. Based on infrastructures' classification and demarcation in Zhanjiang, a detailed interpretation of clustering results is made from the spatial distribution of membership degree of clustering, the comparative study of Fuzzy C-means and a coupled analysis of residential land prices. General multi-dimensional cloud model reflects the integrated characteristics of spatial objects better, reveals the spatial distribution of potential information, and realizes spatial division more accurately in complex circumstances. However, due to the complexity of spatial interactions between geographical entities, the generation of cloud model is a specific and challenging task. |
2010 | |
卷号 | 20期号:5页码:12,787-798 |
ISSN | 1009-637X |
学科领域 | Geography ; Physical |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000280286500011 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.casisd.cn/handle/190111/4397 |
专题 | 中国科学院科技政策与管理科学研究所(1985年6月-2015年12月) |
推荐引用方式 GB/T 7714 | Deng, Y,Liu, SH,Zhang, WT,et al. General multidimensional cloud model and its application on spatial clustering in Zhanjiang, Guangdong[J]. JOURNAL OF GEOGRAPHICAL SCIENCES,2010,20(5):12,787-798. |
APA | Deng, Y,Liu, SH,Zhang, WT,Wang, L,&Wang, JH.(2010).General multidimensional cloud model and its application on spatial clustering in Zhanjiang, Guangdong.JOURNAL OF GEOGRAPHICAL SCIENCES,20(5),12,787-798. |
MLA | Deng, Y,et al."General multidimensional cloud model and its application on spatial clustering in Zhanjiang, Guangdong".JOURNAL OF GEOGRAPHICAL SCIENCES 20.5(2010):12,787-798. |
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