Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Geo-Information Science》 2011-01
Add to Favorite Get Latest Update

Application and Effects of Data Spatial Autocorrelation on Association Rule Mining

CHEN Jiangping,HUANG Bingjian(School of Remote Sensing and Information Engineering,Wuhan University,Wuhan 430079,China)  
Spatial autocorrelation is a very general statistical property of spatial variables,it indicates correlation of a variable with itself through space.Spatial association rule mining,discovery of interesting,meaningful rules in spatial databases,ignores autocorrelation of spatial data,or just generalizes the spatial data into attribute data currently.In most of the ways on spatial association rules mining,they transferred the spatial relations into non-spatial relations by virtue of spatial analysis.This means the separation of spatial autocorrelation from spatial association rule mining.In order to study the relations between spatial autocorrelation and spatial association rule mining,in this paper,the spatial association rules were mined by developed Apriori algorithm.Then,spatial autocorrelation analysis was implemented in the same spatial data set.A basic assumption of many spatial association rules mining is lacking for a priori information about spatial attributes.The two dimensional spatial autocorrelation results were used as priori knowledge in spatial association rules mining in this paper.The experimental data is about the amount of the hay fever(disease caused by pollen allergic rhinitis) patients and its factors,including temperature,precipitation and vegetation types of each county in the United Kingdom in 2000.The obtained frequent itemsets and the spatial association rules prove that factors have stronger correlation with hay fever(correlation coefficient is lager) appear with hay fever simultaneously more frequently in the spatial database,which confirms the existence of the effects that spatial autocorrelation has on spatial association rule mining.The analysis results not only point out the relation between spatial autocorrelation and spatial association rule mining,but also provide priori knowledge in the process of spatial association rule mining,making the mining process more targeted.Besides,without calculating the Cartesian in developed Apriori algorithm,spatial autocorrelation analysis can get the correlation coefficients efficiently,making the mining process more effectively.Further work would focus on how to evaluate the effects of the spatial autocorrelation on spatial association rules mining,how to find out the candidate frequent spatial itemsets from the results of spatial autocorrelation analysis in practical application.
【Fund】: 国家自然科学基金青年科学资金项目(40801152);; 教育部留学科研基金项目(213153249)
【CateGory Index】: TP311.13
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【Citations】
Chinese Journal Full-text Database 7 Hits
1 WANG Jinfeng(Institute of Geographical Sciences and Natural Resources Research,CAS,Beijing 100101,China);Qualitative and Quantitative Analysis of Map[J];Journal of Geo-Information Science;2009-02
2 LIAO Shunbao1,ZHANG Sai1,2(1 Institute of Geographical Sciences and Natural Resources Research,CAS,Beijing 100101,China;2 Graduate school of Chinese Academy of Sciences,Beijing 100049,China);Study on Error Evaluating Index for Spatialisation of Attribute Data[J];Journal of Geo-Information Science;2009-02
3 CHEN Yan-guang(College of Urban and Environmental Sciences,Peking University,Beijing 100871,China);Reconstructing the mathematical process of spatial autocorrelation based on Moran's statistics[J];Geographical Research;2009-06
4 HE Binbin1,2,GUO Dazhi2,FANG Tao3(1.Institute of Earth’s Surface Spatial IT Technology,School of Automatization Engineering,UEST of China,Chengdu 610054;2.Department of Remote Sensing & Geographic Information Science,China University of Mining and Technology,Xuzhou 221008;3.Institute of Image Processing & Pattern Recognition,Shanghai Jiaotong University,Shanghai 200030);Research on Spatial Association Based on Spatial Statistics[J];Computer Engineering;2006-05
5 LI Deren 1 WANG Shuliang 1 LI Deyi 2 WANG Xinzhou 3 (1 National Laboratory for Information Engineering in Surveying Mapping and Remote Sensing,Wuhan University, 129 Luoyu Road,Wuhan,China,430079) (2 China Institute of Electric System Engineeri;Theories and Technologies of Spatial Data Mining and Knowledge Discovery[J];Editoral Board of Geomatics and Information Science of Wuhan University;2002-03
6 CHEN Jiangping 1 FU Zhongliang 1 XU Zhihong 1 (1 Research Center of Spatial Information & Digital Engineering,Wuhan University, 129 Luoyu Road,Wuhan,China,430079) [FK(W12?40ZQ];An Improved Algorithm of Apriori[J];Editorial Board of Geomatics and Information Science of Wuhan University;2003-01
7 ZHANG Jian-feng,WANG Yong,WANG Jian (School of Information Engineering,Jiangxi University of Science & Technology,Ganzhou 341000,China);Application and Realization of Association Rules in Spatial Data Mining[J];Computer Technology and Development;2007-08
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 LIU Zhi-jian1,2,CHEN Si-yuan1,OU Ming-hao1(1.College of Management,Nanjing Agricultural University,Nanjing 210095;2.Jiangsu Academy of Agricultural Sciences,Nanjing 210014);Estimate of land-value based on GIS exploratory spatial data analysis[J];Journal of Anhui Agricultural University;2007-03
2 LIU Fang ,LU Li(Beijing Institute of Civil Engineering and Architecture, Beijing, 100044);Adjustment and Quality Analysis of Generalized Point Photogrammetry[J];Beijing Surveying and Mapping;2006-01
3 Lin Dongyun~(1)) Liu Huiping~(1,2,3))(1)School of Geography;2)State Key Laboratory of Remote Sensing Science;3)Key Laboratory for Remote Sensing of Environment and Digital Cities: Beijing Normal University,100875,Beijing,China);SPATIAL CLUSTERING ANALYSIS IN THE POINT DATA DISTRIBUTION[J];Journal of Beijing Normal University(Natural Science);2006-04
4 FENG Yang-min,ZHANG Ju-qing(School of Geology Engineering and Geomatics,Chang'an University,Xi'an 710054,China);Multi-Quadric function based on the K-means clustering algorithm and its application in DEM spatial data interpolation[J];Engineering of Surveying and Mapping;2009-02
5 FAN Da-zhao,LEI Rong,ZHANG Yong-sheng(Institute of Surveying and Mapping,Information Engineering University,Zhengzhou 450052);Detecting outliers from geographic database[J];Science of Surveying and Mapping;2004-05
6 LI Xin-yan①,LI De-ren②(①School of Remote Sensing and Geoinformation;②State Key Laboratory for Information Engineering in Surveying,Mapping and Remote Sensing,Wuhan University 430079);DBSCAN spatial clustering algorithm and its application in urban planning[J];Science of Surveying and Mapping;2005-03
7 KONG Yun-feng①②, QIN Yao-chen②, QIAO Jia-jun①②, QIN Fen①②(①China-Australia Cooperative Research Center for Geographic Information Analysis and Applications, Henan University, Kaifeng 475001, China; ②College of Environment and Planning, Henan University, Kaifeng 475001, China);Discussion on the spatial analysis curriculum design for higher geography education[J];Science of Surveying and Mapping;2007-03
8 BI Shuo-ben①,L Guo-nian②,CHEN Ji-min③(①School of Computer Science,Nanjing University of Information Science and Technology,Nanjing 210044,China;②School of Geography Science,Nanjing Normal University,Nanjing 210097,China;③Institute of Mapping Information Engineering, Yellow River Engineering Consulting CO.,LTD.,Zhengzhou 450045,China);Research on classification mining of decision tree for prehistoric continuous culture settlements[J];Science of Surveying and Mapping;2008-02
9 ZHU Wei,MA Jin-song(Geography and Ocean College of Nanjing University,Nanjing 210093,China);Algorithm of improving neighborhood relation processing using neighborhood index[J];Science of Surveying and Mapping;2008-03
10 XU Yang①②,FENG Ke-zhong②,MA Ya-ming①③①Institute of Surveying and Mapping,Information Engineering University,Zhengzhou 450052,China;②The Center of Surveying and Mapping,Beijing 100088,China;③63870 Troops,Huayin 714200,China);A cleaning method studying on duplicate records of spatial data[J];Science of Surveying and Mapping;2008-06
China Proceedings of conference Full-text Database 10 Hits
1 ;基于不确定性的多层次空间关联规则挖掘[A];[C];2004
2 ;基于网格的空间数据挖掘研究[A];[C];2007
3 XIAO Jian SHEN Cai-Xia;Discusses the technical aspect of data mining[A];[C];2008
4 Shao Yong Ma Feng-wen (National Defense University,Beijing,100091);The Summarize of the Key Technology of the Battlefield Situation Assessment[A];[C];2007
5 Guo Da-zhi, He Bin-bin (Department of Surveying & Land Science, China University of Mining and Technology, Beijing,100083);The Research on Spatial Data Mining and Its Uncertainty[A];[C];2005
6 LIU Qiliang,DENG Min,LI Guangqiang,WANG Jiaqiu,PENG Dongliang (Department of Surveying and Geo-informatics, Central South University, Changsha 410083, China);An Approach for Multi-Scale Spatial Outlier Detection Based on Hierarchical Clustering[A];[C];2009
7 LIU Qiliang, Deng Min, PENG Dongliang, XU Zheng (Department of Surveying and Geo-informatics, Central South University, Changsha 410083, China);Validity Assessment of Spatial Clustering Methods Based on Field Theory[A];[C];2009
8 ;Spatial Clustering Algorithm Based on Genetic Algorithm and K-Means Algorithm[A];[C];2004
9 Han Tao1,2,Li Yaohui1,Guo Ni1 (1.Institute of Arid Meteorology, CMA, Lanzhou. Key Laboratory of Arid Climatic Change and Reducing Disaster of Gansu Province, KeyOpen Laboratory of Arid Climatic Change and Reducing Disaster of CMA,730020, China; 2. Xibei Regional Climate Center, 730020, Lanzhou, China;);Research on Model of The Dust Storm Monitoring Based on EOS/MODIS Data[A];[C];2010
10 Wang Li-qi Du Mao (Institute Of Integrated Automation,Xi'an Jiaotong University,Xi'an,710049);Obstacle Detection for Intelligent Vehicle Based on Laser Radar[A];[C];2010
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Feng Jiansheng (Technology Center);KDD and Its Applications[J];BAO STEEL TECHNOLOGY;1999-03
2 ZENG Hui\ JIANG Ziying\ KONG Ningning\ GAO Lingyun (Dept.of Urban and Environmental Sciences,Peking University,Beijing,100871);Auto-correlation Analysis of Landscape Pattern for a Fast Urbanization Area A Case Study of Longhua Area,Shenzhen City[J];ACTA SCICENTIARUM NATURALUM UNIVERSITIS PEKINESIS;2000-06
3 QI Qingwen(Institute of Geographic Sciences and Natural Resources Research, CAS, Beijing, 100101);The latest development on GeoInfoTUPU[J];Science of Surveying and Mapping;2004-06
4 Zhang Jingxiong, Du Daosheng (National Laboratory for Information Engineering in Suvevying, Mapping and Remote Sensing, Wuhan Technical University of Surveying and Mapping,Wuhan,Hubei,430079);Field based Models for Positional and Attribute Uncertainty[J];ACTA GEODAETICA ET CARTOGRAPHIC SINICA;1999-03
5 TANG Guo an 1, GONG Jian ya 2, CHEN Zheng jiang 1, CHENG Yan hui 1, WANG Zhan hong 1 (1. Department of Geography,Northwest University, Xi'an 710069,China; 2. National Laboratory for Information Engineering in Survey, Mapping and Remote Sensing;A Simulation on the Accuracy of DEM Terrain Representation[J];Acta Geodaetica Et Cartographic Sinica;2001-04
6 LIU Chun1,2, SHI Wenzhong1, LIU Dajie2(1. The Department of Land Surveying and GeoInformatics, The Hong Kong Polytechnic University, Kowloon, Hong Kong, China; 2. The Department of Surveying and Geoinformatics, Tongji University 200092,China);Statistical Model of Rate of Disfigurement for Attribute Data Accuracy Assessment in GIS[J];Acta Geodaetica Et Cartographic Sinica;2003-01
7 NIU Zhi-hong,LI Tai-xing(Changjiang Engineering Vocational College,Chibi 437302,China);Comprehensive Review on Error Analysis and Accuracy Appraisal of DEM[J];Journal of Changjiang Engineering Vocational College;2007-03
8 WEI Xiao-feng,WU Jian-ping(Ministry of Education Key lab for Geo-Information Science,East China Normal University,Shanghai 20062,China);The Development and Application of Spatial Autocorrelation Based on ArcGIS[J];Geomatics & Spatial Information Technology;2005-06
9 Zhang Songlin1)and Zhang Kun2)1)Department of Surveying and Geomatics,Tongji University,Shanghai,2000922)Key Laboratory of Geographic Information Science,School of Resources and Environment Science,East China Normal University,Shanghai 200062;CONTRAST STUDY ON MORAN AND GETIS-ORD INDEXES OF LOCAL SPATIAL AUTOCORRELATION INDICES[J];Journal of Geodesy and Geodynamics;2007-03
10 WU Lun, YU Hai-long, GAO Zhen-ji, CHENG Ji-cheng(Institute of Remote Sensing and GIS ,Peking University ,Beijing 100871,China);The Frame of GIS Uncertainty and Methods of GIS Data Uncertainty[J];Geography and Territorial Research;2002-04
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved