Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Beijing University of Aeronautics and Astronautics》 2006-06
Add to Favorite Get Latest Update

Clustering algorithm based on kernel methods and its application

Ji Qiuying(School of Management,Wuyi University,Jiangmen 529020,China)Lin Jian(School of Economics and Management,Beijing University of Aeronautics and Astronautics,Beijing 100083,China)  
Based on the analysis of the core concepts of the kernel methods,a clustering algorithm based on kernel methods was put forward.In general,traditional clustering algorithms are suitable to implement clustering only if the feature differences of data are large.If the feature differences are small and even cross in the original space,it is difficult for traditional algorithms to cluster correctly.By using kernel functions,the data in the original space was mapped into a high-dimensional feature space,in which more features of the data were exposed so that clustering could be performed efficiently.Compared with the traditional clustering methods,this clustering method had superiorities in dealing with the nonlinear data,which made its clustering result more objective and valid.This method was applied to the classification of 16 groups of data,and results show the feasibility and effectiveness of the kernel clustering algorithm.
【Fund】: 国家自然科学基金资助项目(70471074);; 广东省科技攻关资助项目(2004B36001051)
【CateGory Index】: TP301.6
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【References】
Chinese Journal Full-text Database 2 Hits
1 Zhang Yongmei Li Bo(School of Computer Science and Technology,Beijing University of Aeronautics and Astronautics,Beijing 100083,China);Decision support system based on 3-D cluster[J];Journal of Beijing University of Aeronautics and Astronautics;2007-08
2 SHI Yun-song,SHI Yu-feng(College of Civil Engineering,Nanjing Forestry University,Nanjing 210037,China);Classification of remote sensing image based on kernel fuzzy C-means[J];Journal of Nanjing Forestry University(Natural Sciences Edition);2010-06
【Citations】
Chinese Journal Full-text Database 4 Hits
1 Li Huan-rong 1,2 Lin Jian2(1. School of Economy and Management, Beijing Univ. of Aeronautics and Astronautics, Beijing 100083, China; 2. School of Managerment, Wuyi Univ., Jiangmen 529020, Guangdong, China);Multiclass Classification Based on the One-class Classification and its Application[J];Journal of South China University of Technology(Natural Science);2004-08
2 XIAO Jianhua1,2,WU Jinpei2,YANG Shuzi1;(1. School of Mechanics, Huazhong University of Science & Technology, Wuhan 4300742.Institute of Intelligence Technology & Systems, Wuyi University,Jiangmen 529020);Approach of Evaluation System Based on Support Vector Machine[J];Computer Engineering;2002-08
3 XIAO Jianhua (Institute of Intelligent Technology & Systems, Wuyi University, Jiangmen 529020 );Approach of Outlier Detection Based on Support Objects[J];Computer Engineering;2003-11
4 WEI Hong-ye, WANG Jian-hua, HE Wei(China United Telecommunications Corporation Beijing Branch, Beijing 100038, China;School of International Economics and Management, Lanzhou University of Technologies, Lanzhou 730050, China; China Aerospace Science and Technology Corporation, Beijing 100854, China);Study on the Support Vector Machines Model for Sales Volume Prediction and Parameters Selection[J];Acta Simulata Systematica Sinica;2005-01
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 WANG Bo1,CHI Zhong-xian2,HAO Yan-you2(1.College of Computer Science and Engineering,Dalian Nationalities University,Dalian Liaoning 116605,China;2.Department of Computer Science and Engineering,Dalian University of Technology,Dalian Liaoning 116024,China);Individual Housing Loan Credit Scoring Data Analysis Research Based On SVM[J];Journal of Dalian Nationalities University;2008-01
2 DANG Pei1, TAN Lian2 (1.School of Mechanical & Electrical Engieering, Henan University of Technology, Zhengzhou 450007, China; 2.School of Electric Power, North China Institute of Water Conservancy and Hydroelectric Power, Zhengzhou 450007, China);Study on Stored-Product Pests Recognition Based on Support Vector Machine[J];Computer Knowledge and Technology;2009-18
3 XIN Yu-hong~(1,2) ZHU Guang-tian~2 (1.School of Management,Wuyi University,Jiangmen 529020,China;2.Beijing Institute of Information and Control,Beijing 100037,China);Supplier selection in ERP software based on support vector machine[J];Journal of Liaoning Technical University;2007-S2
4 SHI Zhifu1,2,3,LEI Jinli1,ZHANG An3,ZHAO Chuangshe1 (1.Xi’an Institute of Applied Optics,Xi’an 710065,China ;2.The Second Artillery Engineering College,Xi’an 710025,China;3.Northwestern Polytechnical University,Xi'an 710072,China);Effectiveness Evaluation for Airborne Fire Control System Based on Support Vector Machine[J];Electronics Optics & Control;2010-03
5 YAN Shan-yu,JIN Yu-xin,PAN Ke(School of Civil & Safety Engineering,Dalian Jiaotong University,Dalian 116028,China);Application of SVM in Safety Evaluation for Oilery Railway Siding and Ancillary Facilities[J];Journal of Dalian Jiaotong University;2010-05
6 LIU Yang,WANG Hao,FANG Bao-fu,YAO Hong-liang(School of Computer and Information,Hefei University of Technology,Hefei 230009,China);Application of the method of support vector regression in RoboCup[J];Journal of Hefei University of Technology(Natural Science);2007-10
7 WANG Hong li, WANG Chang jiang, LI Sheng peng (School of Mechanical Engineering, Tianjin University ,Tianjin, 300072);Eutrophication Evaluation of Seawarter Based on Support Vector Machine[J];Ocean Technology;2005-01
8 ZHAO Ming-chen (China University of Petroleum,Dongying 257061;Shengli Oilfield Co.Ltd.,Dongying 257094)CHEN Yue-ming,YUAN Shi-bao,JIANG Hai-yan (China University of Petroleum,Dongying 257061);Method for Fracturing Effect Prediction Based on Support Vector Machine(SVM)[J];Journal of Oil and Gas Technology;2006-02
9 YUAN Shi-bao, CHEN Yue-ming, JIANG Hai-yan, TAO Jun (China University of Petroleum, Dongying 257061);Design and Implementation of Stratified Waterflooding Effect Prediction Model Based on Support Vector Machine[J];Journal of Oil and Gas Technology;2006-03
10 HE Shi-jun~(1,2), WANG Hua-xiang~(1),ZHOU Xun~(2)(1.College of Automation,Tianjin University,Tianjin 300072,China;2.Henan Automation Engineering and Technology Research Center,Zhengzhou,Henan 450008,China);An Image Reconstruction Algorithm Based on Support Vector Machines[J];Acta Metrologica Sinica;2007-02
China Proceedings of conference Full-text Database 2 Hits
1 Xu Cang Bao Yukun Zhang Jinlong Cong Guodong (Huazhong University of Science and Technology,Wuhan, China);A Project Bidding Decision Model Based on Support Vector Machine[A];[C];2005
2 Sun Wei, Li Shan (School of Business and Administration, North China Electric Power University, Baoding 071003,China);PCA-SVM-based Evaluation for Investment Value on Electric Power Listed Firms[A];[C];2007
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 GENG Xiao-zhong,ZHANG Dong-mei (Changchun Instiute of Technology,Changchun 130012,China);Survey of Data Mining[J];Journal of Changchun Normal University;2006-06
2 HU Jian-ce,WU Guo-pingFaculty of Mechanical & Electronic Information,China University of Geosiences,Wuhan 430074,China);BP neural network based on principle component analysis in multi-spectral remote sensing images classification[J];Science of Surveying and Mapping;2009-03
3 LV Jia(College of Mathematics and Computer Science,Chongqing Normal University,Chongqing 400047,China);Clustering Algorithm of Kernel and Its Application in Pattern Recognition[J];Journal of Chongqing Normal University(Natural Science Edition);2006-01
4 ZHEN Fatai1,GUO Junjie2(1.Zhejiang Business Technology Institute,ZhejiangNinbo 315012;2.Xi'an Jjiaotong University ShanxiXi'an710049);Application of Time-series Analysis and Characteristic Extraction in Diesel Engine Fault Diagnosis[J];Diesel Engine;2006-05
5 SUN Fa-sheng,XIAO Huai-tie(School of Electronic Science and Engineering,National University of Defense Technology,Changsha 410073,China);A fast training algorithm for support vector machines based on K nearest neighbors[J];Electronics Optics & Control;2008-06
6 Li Guiying Feng Gengzhong;Comparative Analysis on the Study of Digital Library between China and Abroad Based on Literature Clustering[J];Journal of Academic Libraries;2007-03
7 ZENG Yong hu,WANG Xue song,XIAO Shun ping,ZHUANG Zhao wen (School of Electronic Science and Engineering,National University of Defense Technology,Changsha,Hunan 410073,China);Least Degradation Correction Algorithm on Radar Target′s Reciprocity[J];Acta Electronica Sinica;2001-12
8 LIU Xiu qing 1,2 ,YANG Zhen 1,2 ,YANG Ru liang 2 (1.Graduate School,Chinese Academy of Sciences,Beijing 100039,China; 2.Institute of Electronics,Chinese Academy of Sciences,Beijing 100080,China);Improvement Research of Parameter Estimation in Polarimetric Whitening Filter of Full-Polarization SAR Image[J];Acta Electronica Sinica;2003-12
9 LIU Han,GUO Yong,ZHENG Gang,LIU Ding (School of Automation and Information Engineering,Xi'an University of Technology,Xi'an,Shaanxi 710048,China);Edge Detection Based on Least Squares Support Vector Machines[J];Acta Electronica Sinica;2006-07
10 Jiang Yuan Zhang Zhao-yang Qiu Pei-liang Zhou Dong-fang (Institute of Information & Communication Engineering, Zhejiang University, Hangzhou 310027, China) (PLA Information Engineering University, Zhengzhou 450002, China);Clustering Algorithms Used in Data Mining[J];Journal of Electronics and Information Technology;2005-04
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 LI Zi guang,DU Rong hua,YAN Rong qing (Mechanical and Electrical Eng. Dept., Changsha Comm.Univ., Changsha 410076, China);Research and Development of the Forecasting System of Mechanical and Electrical Production Based on Neural Network[J];JOURNAL OF CHANGSHA COMMUNICATIONS UNIVERSITY;2000-02
2 Xiao Jianhua Wu Jinpei Chen Shiquan Liang Yuning Ma Qiang;The Design of Evaluation System for Research Projects Supported byScience Foundation[J];Systems Engineering;1999-05
3 HUANG Zhibin , CHEN Duansheng (Department of Computer Science , Huaqiao University , Quanzhou 362011);Application of SVM in License Plate Character Recognition[J];Computer Engineering;2003-05
4 Xiao Jianhua,Wu Jinpei,Chen Shiquan (Institute of Intelligence Technology & Systems, Wuyi University, Jianmen, 529020) Liang Yuning,Ma Qiang;A Treatment Method for Evaluation Data of Science Research Project bsed-on Clustering Analysis[J];SCIENCE RESEARCH MANAGEMENT;2000-03
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 MA Yong, DING XiaoqingDepartment of Electronic Engineering, Tsinghua University, Beijing 100084, China);Face detection based on hierarchical support vector machines[J];Journal of Tsinghua University(Science and Technology);2003-01
7 CHEN Yi-Song +, WANG Guo-Ping, DONG Shi-Hai (HCI & Multimedia Laboratory, Department of Computer Science and Technology, Peking University, Beijing 100871, China);A Progressive Transductive Inference Algorithm Based on Support Vector Machine[J];Journal of Software;2003-03
8 ZHANG Hao-ran, HAN Zheng-zhi, LI Chang-gang (Department of Automation, Shanghai Jiao Tong University, Shanghai 200030, China);Support Vector Machine Based Nonlinear Systems Identification[J];Acta Simulata Systematica Sinica;2003-01
9 Fan Hong Wang Zhijie Tang Bingyong (Glorious Sun School of Business and Management, China Textile University, Shanghai 200051);Sales Forecast Model Based on Neural Network[J];Systems Enging-theory Methodology Application;1998-03
10 QIAO Zhong 1,CHEN Xin hui 2,LIU Shi qiu 1 (1 College of Management Engineering,China Agricultural University,Beijing 100083,China; 2 College of Economics and Management,North China University of Technology,Beijing 100041,China);On Fuzzy Forecast of Sales Volume of Enterprise Product[J];Chinese Journal of Management Science;2001-06
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved