Citation: | YU Wenhao, AI Tinghua, YANG Min, LIU Jiping. Detecting “Hot Spots” of Facility POIs Based on Kernel Density Estimation and Spatial Autocorrelation Technique[J]. Geomatics and Information Science of Wuhan University, 2016, 41(2): 221-227. DOI: 10.13203/j.whugis20140092 |
[1] |
Xu Xueqiang, Zhou Yixing, Ning Yuemin. Urban Geography[M]. Beijing:Higher Education Press, 1997(许学强,周一星,宁越敏.城市地理学[M].北京:高等教育出版社,1997)
|
[2] |
Wang Jingfeng. Spatial Analysis[M]. Beijing:Science Press, 2006:76-84(王劲峰. 空间分析[M]. 北京:科学出版社, 2006:76-84)
|
[3] |
Silverman B W. Dehnad K. Density Estimation for Statistics and Data Analysis[M]. London:Chapman Hall, 1986
|
[4] |
Xie Z, Yan J. Kernel Density Estimation of Traffic Accidents in a Network Space[J]. Computers, Environment and Urban Systems, 2008, 32(5):396-406
|
[5] |
Chen Fei, Du Daosheng. Application of the Integration of Spatial Statistical Analysis with GIS to the Analysis of Regional Economy[J]. Geomatics and Information Science of Wuhan University, 2002, 27(4):391-396(陈斐, 杜道生. 空间统计分析与GIS在区域经济分析中的应用[J]. 武汉大学学报\5信息科学版, 2002, 27(4):391-396)
|
[6] |
Anselin L. Local Indicators of Spatial Association-LISA[J]. Geographical Analysis, 1995, 27(2):93-115
|
[7] |
Ord J K, Getis A. Local Spatial Autocorrelation Statistics:Distributional Issues and Application[J].Geographical Analysis,1995, 27(4):286-306
|
[8] |
Borruso G. Network Density Estimation:A GIS Approach for Analysing Point Patterns in a Network Space[J]. Transactions in GIS, 2008, 12(3):377-402
|
[9] |
Tobler W. A Computer Movie Simulating Urban Growth in the Detroit Region[J]. Economic Geography, 1970, 46(2):234-240
|
[10] |
Sheather S J, Jones M C. A Reliable Data-based Bandwidth Selection Method for Kernel Density Estimation[J]. Journal of the Royal Statistical Society. Series B (Methodological), 1991:683-690
|
[11] |
Elgammal A, Duraiswami R, Harwood D, et al. Background and Foreground Modeling Using Nonparametric Kernel Density Estimation for Visual Surveillance[J]. Proceedings of the IEEE, 2002, 90(7):1151-1163
|
[12] |
Goodchild M, Haining R, Wise S. Integrating GIS and Spatial Data Analysis:Problems and Possibilities[J]. International Journal of Geographical Information Systems, 1992, 6(5):407-423
|
[13] |
Swift A, Liu L, Uber J. Reducing MAUP Bias of Correlation Statistics Between Water Quality and GI Illness[J]. Computers, Environment and Urban Systems, 2008, 32(2):134-148
|
[14] |
Xu Jianhua, Yue Wenze, Tan Wenqi. A Statistical Study on Spatial Scaling Effects of Urban Landscape Pattern:A Case Study of the Central Area of the External Circle Highway in Shanghai[J]. Acta Geographica Sinica,2004, 59(6):1058-1067(徐建华, 岳文泽, 谈文琦. 城市景观格局尺度效应的空间统计规律——以上海中心城区为例[J]. 地理学报, 2004, 59(6):1058-1067)
|
[15] |
Wang Jinfeng, Haining R, Cao Z D. Sample Surveying to Estimate the Mean of a Heterogeneous Surface:Reducing the Error Variance Through Zoning[J]. International Journal of Geographical Information Science, 2010, 24(4):523-543
|
[16] |
Chen Jiangping, Zhang Yao, Yu Yuanjian. Effect of MAUP in Spatial Autocorrelation[J]. Acta Geographica Sinica, 2011, 66(12):1597-1606(陈江平, 张瑶, 余远剑. 空间自相关的可塑性面积单元问题效应[J]. 地理学报, 2011, 66(12):1597-1606)
|
[17] |
Cao Zhidong, Wang Jinfeng, Gao Yige, et al. Risk Factors and Autocorrelation Characteristics on Severe Acute Respiratory Syndrome in Guangzhou[J]. Acta Geographica Sinica, 2008, 63(9):981-993(曹志冬, 王劲峰, 高一鸽, 等. 广州SARS流行的空间风险因子与空间相关性特征[J]. 地理学报, 2008, 63(9):981-993)
|
[18] |
Chen Peiyang, Zhu Xigang. Regional Inequalities in China at Different Scales[J]. Acta Geographica Sinica, 2012, 67(8):1085-1097(陈培阳, 朱喜钢. 基于不同尺度的中国区域经济差异[J]. 地理学报, 2012, 67(8):1085-1097)
|
[19] |
Jiang Haining, Gu Renxu, Li Guangbing. Headquarter Spatial Pattern and Location Choice of Top 500 Enterprises of Chinese Manufacturing Industries[J]. Economic Geography, 2012, 31(10):1666-1673(姜海宁,谷人旭,李广斌. 中国制造业企业500强总部空间格局及区位选择[J]. 经济地理,2012, 31(10):1666-1673)
|
[20] |
Hai Beibei, Li Xiaojian, Xu Jiawei. Spatio-temporal Evolution of Rural Settlements in Gongyi[J]. Geographical Research, 2013,32(12):2257-2269(海贝贝,李小建,许家伟. 巩义市农村居民点空间格局演变及其影响因素[J]. 地理研究,2013,32(12):2257-2269)
|
[21] |
Ma Xiaodong, Li Quanlin, Shen Yi. Morphological Difference and Regional Types of Rural Settlements in Jiangsu Province[J]. Geographica Sinica, 2012,67(4):516-525(马晓冬,李全林,沈一. 江苏省乡村聚落的形态分异及地域类型[J]. 地理学报,2012,67(4):516-525)
|
[22] |
Steiner R L. Traditional Shopping Centers[J]. Access:Research at the University of California Transportation Center,1998, 12:8-13
|
[23] |
Urban Planning Land and Resources Commission of Shenzhen Municipality. The Comprehensive Plan of Shenzhen City (2010-2020)[OL].http://www.szpl.gov.cn/szupb/,2014-07-18(深圳市城市规划委员会. 深圳市城市总体规划(2010-2020)[OL].http://www.szpl.gov.cn/szupb/,2014-07-18)
|
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