Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Science of Surveying and Mapping》 2007-02
Add to Favorite Get Latest Update

The application and research progress of SVM in spatial information processing

TAN Kun,DU Pei-jun,ZHENG Hui(Department of Remote Sensing and Geographical Information Science,China University of Mining and Technology,Xuzhou 221008,China;Yanzhou Mining Bureau JiShan Coal Mine,Jining 272043,China)  
As one of the most popular and effective statistical learning algorithm,Support Vector Machine(SVM)has become a new hot topic in pattern recognition and machine learning fields in recent years.SVM has some advantages,for example,its applicability to limited samples,robustness to noises,high learning efficiency and easy generalization,and those are commonly difficult issues in spatial information processing.So SVM can be used to spatial information processing,and some major applications include RS image processing,hyper-spectral RS data classification,spatial approximation and regression,data mining,target identification,and so on.Based on a brief introduction and summary to the achievements of SVM used to spatial information processing,some potential applications,including spatial data mining,intelligent spatial information process and high-dimensional spatial data processing are discussed in detail.
【Fund】: 国家自然科学基金项目(40401038);; 测绘遥感信息工程国家重点实验开放基金项目(2004重点项目第三子课题);; 中国矿业大学科学基金资助项目(D200403)
【CateGory Index】: TP18;TP311.13
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
Chinese Journal Full-text Database 1 Hits
1 MA Xin-lu1,2,REN Zhi-yuan1,WANG Yong-li1 (1.College of Tourism and Environment,Shaanxi Normal University,Xi'an 710062,China;2.Northwest Institute of Nuclear Technology,Xi'an 710024,China);Research on Hyperspectral Remote Sensing Image Classification Based on SAM[J];System Sciences and Comprehensive Studies in Agriculture;2009-02
Chinese Journal Full-text Database 6 Hits
1 GAO Yong 1),2) WU Lun 2) LIU Yu 2) ( 1)Center for Information Science, Peking University, Beijing, 100871; 2)Institute of RS & GIS, Peking University, Beijing, 100871);Spatial Process Modeling[J];Acta Scicentiarum Naturalum Universitis Pekinesis;2004-06
2 WU Zhao-fu~(1,2),GONG Peng~3, GAO Fei~2,WANG Nong~2(1. Department of Urban and Resources Sciences, Nanjing University, Nanjing 210093, China; 2. School of Civil Engineering, Hefei University of Technology, Hefei 230009, China; 3. Dept.of ESPM, University of California Berkeley, California, U.S.A);GPS Quasi Geoid Fitting Based on Support Vector Machine Technology[J];Acta Geodaetica Et Cartographic Sinica;2004-04
3 LIU Zhigang 1 QIN Qianqing 2 LI Deren 2 WANG Xinzhou 2 (1 School of Remote Sensing and Information Engineering; 2 State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, 129 Luoyu Road, Wuhan 430079, China);HYBRID-KERNEL SUPPORT VECTOR MACHINES FOR LAND USE CLASSIFICATION IN REMOTE SENSING IMAGERY[J];Wtusm Bulletin of Science and Technology;2003-05
4 XU Jian-hua~1, ZHANG Xue-gong~2, LI Yan-da~2 (1.School of Mathematical and Computer Science, Nanjing Normal University, Nanjing 210097, China; 2.Department of Automation, Tsinghua University, Beijing 100084, China.);Advances in support vector machines[J];Control and Decision;2004-05
5 ZHANG Xuegong (Dept.of Automation,Tsinghua University,Beijing 100084) (State Key Laboratory of Intelligent Technology and Systems of China);INTRODUCTION TO STATISTICAL LEARNING THEORY AND SUPPORT VECTOR MACHINES[J];;2000-01
6 Wang Dingcheng (China Agricultural University);SVM Regression Modeling for Greenhouse Environment[J];Transactions of The Chinese Society of Agricultural Machinery;2004-05
Chinese Journal Full-text Database 3 Hits
1 CHEN Bo,ZHANG You-jing,CHEN Liang (College of Water Resource and Environment,Hehai University,Nanjing 210098,China);RS Image classification based on SVM method with texture[J];Engineering of Surveying and Mapping;2007-05
2 Xue Mingdong Guo Li(Department of Electronic Science and Technology,University of Scienceand Technology of China,Hefei 230026);Image Classification Based on SVM[J];Computer Engineering and Applications;2004-30
3 XIA Jiantao, HE Mingyi (Department of Electronic Engineering,Northwestern Polytechnical University,Xi'an 710072);High Dimensional Multi-spectral Image Classification by SVM and Its Characteristic Analysis[J];Computer Engineering;2003-13
【Secondary Citations】
Chinese Journal Full-text Database 6 Hits
1 WANG Zhi jun,Li De ren,Li Qing quan (Wuhan University, Wuhan 430079,China);Wavelet Theory Based IKONOS Panchromatic and Multi-spectral Image Fusion[J];Acta Geodaetica Et Cartographic Sinica;2001-02
3 Huang Guilan;Zheng Zhaobao(Wuhan Technical University of Surveying and Mapping,430070);THE APPLICATION OF FRACTAL IN THE CLASSIFICATION OF IMAGE TEXTURE[J];ACTA GEODAETICA ET CARTOGRAPHICA SINICA;1995-04
4 Chen Jun ①, Zhao Renliang ②① (① National Geomatics Center of China, Zhizhuyuan, Beijing, 100044, China) (② Institute of Surveying and Mapping, Central South University of Technology, Changsha,410083,China);Spatial relations in GIS: a survey on its key issues and research progress[J];ACTA GEODAETICA ET CARTOGRAPHIC SINICA;1999-02
5 GAO Yong, LIU Yu, WANG Yong-qian(Institute of RS and GIS, Beijing University, Beijing 100871, China);An Architecture of the Geo-workflow Management System[J];Geography and Territorial Research;2002-04
6 DU Qing-yun(School of Resource and Environmental Science, Wuhan University, Wuhan 430072, China);Linguistic Conceptual Model of Spatial Information[J];Geospatial Information;2004-03
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved