Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Computer Engineering》 2002-10
Add to Favorite Get Latest Update

Theory and Application Study of Feature Extraction Based on Kernel

XIAO Jianhua1,2,WU Jinpei2 (1.College of Mechanical science & Technology, Huazhong University of Science and Technology, Wuhan 430074; 2.Institute of Intelligent Technology & Systems, Wuyi University, Jiangmen 529020)  
This paper points out the drawbacks of the general PCA when it is used to solve nonlinear problem firstly. Then the kernel principal component analysis(KPCA) is introduced and used in the comprehensive evaluation. The research result shows that the KPCA has excellent performance of feature extraction and the KPCA with different kernel function can exhibit very similar accuracy. In the end of the paper, it indicate that active learning should be combined with KPCA for the purpose of improving the operation speed, reducing the demand of memory and decreasing the complexity.
【Fund】: 国家自然科学基金资助项目(7007023);; 广东省自然科学基金资助项目(021349)
【CateGory Index】: TP14
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 10 Hits
1 WANG Ping-shu(Department of Mathematics,Qinghai University for nationalities,Xining 810021,China);Integrative evaluation for economic of state-owned industrial enterprises with independent accounting system by region[J];Journal of Pingdingshan Institute of Technology;2005-06
2 Chen Weigen1 Wei Chao1,2 Ling Yun1 Wang Youyuan1(1.State Key Laboratory of Power Transmission Equipment & System Security and New Technology Chongqing University Chongqing 400030 China 2.Jiangsu Electric Power Research Institute Corporation Limited Nanjing 211102 China);Feature Information Extraction of Air-Gap Discharge in Oil-Paper Insulation and Its Process Partition[J];Transactions of China Electrotechnical Society;2011-04
3 ZHANG You-jing~1,HUANG Hao~2,MA Xue-mei~2(1.State Key Laboratory of Hydrology-Water Resources and Hydraulic Engineering,Hohai University,Nanjing 210098;2.Institute of RS & GIS,Hohai University,Nanjing 210098,China);Research on Classification for City's Vegetation Type Based on KPCA and SAM[J];Geography and Geo-Information Science;2006-03
4 CHEN Weigen1,LING Yun1,GAN Degang 2,WEI Chao3,YUE Yanfeng4(1.State Key Laboratory of Power Transmission Equipment & System Security and New Technology(Chongqing University),Shapingba District,Chongqing 400044,China;2.Sichuan Electric Power Company Research Institute,Chengdu 610072, Sichuan Province,China;3.Jiangsu Electric Power Company Research Institute,Nanjing 211103,Jiangsu Province,China; 4.Luoyang Power Supply Company,Luoyang 471000,Henan Province,China);Method to Identify Developing Stages of Air-Gap Discharge in Oil-Paper Insulation Based on Cluster-Wavelet Neural Network[J];Power System Technology;2012-07
5 ZHU Bangzhu1,2,LIN Jian2(1.School of Economics & Management,Beijing University of Aeronautics and Astronautics,Beijing100083,China;2.Institute of System Science and Technology,Wuyi University,Jiangmen529020,China);Comprehensive evaluation and forecasting methods on regional economy and social development[J];Journal of Liaoning Technical University(Natural Science);2009-01
6 WU Jin-pei (Wuyi University,Jiangmen 529020,China);Principle Component Analysis and Application Based on Kernel Function[J];Systems Engineering;2005-02
7 ZHANG Dong-yan;School of Electromechanical Engineering,Northeast Forestry University;;Optimized Online Modeling of Timber Drying Process Using Kernal Principal Component Analysis and PSO-SVM[J];Journal of Anhui Agricultural Sciences;2014-07
8 ZHOU Yun-long,CHEN Fei,SUN Bin (Northeast Dianli University,Jilin,Jilin,132012,China);Identification Method of Gas-Liquid Two-Phase Flow Regime Based on Image Wavelet Packet Information Entropy and Genetic Neural Network[J];Nuclear Power Engineering;2008-01
9 XU Liang,ZHANG Xiao-bo(School of Automation,Guangdong University of Technology,Guangzhou 510006);Fast Kernel Feature Extraction Method and Its Application[J];Computer Engineering;2009-24
10 LI Yun-meng,XIAO Jian-hua (Management School,WuyiUniv.,Jiangmen 529020,Guangdong,PRC);Application of Support Vector Machine Method in Short Term Prediction of GDP[J];Acta Scientiarum Naturalium Universitatis Neimongol;2004-04
China Proceedings of conference Full-text Database 1 Hits
1 Lin Jian,Zhu Bangzhu Institute of System Science and Technology, Wuyi University, Jingmen 529020,China Beijing University of Aeronautics and Astronautics, Beijing 100083, China;Comprehensive Evaluation on Regional Economic and Social Development based on Kernel Principal Composition Analysis[A];[C];2006
Chinese Journal Full-text Database 1 Hits
1 ZHAO Li jie\ WANG Gang \ LI Yuan (Advanced Process Control Center, Shenyang Institute of Chemical Technology, Shenyang\ 110021);STUDY OF A NONLINEAR PCA FAULT DETECTION AND DIAGNOSIS METHOD[J];Information and Control;2001-04
Chinese Journal Full-text Database 10 Hits
1 ZHANG De-xiang1,2,WU Xiao-pei1,LU Yi-xiang2(1.Key Laboratory of Intelligent Computing and Signal Processing of Ministry of Education,Anhui University,Hefei 230039,China;2.School of Electronic Science and Technology,Anhui University,Hefei 230039,China);Application of EMD in fault analysis of automobile gearbox vibration[J];Journal of Anhui University(Natural Sciences);2009-02
2 DU Shi-ping et al (College of Life and Physical Science,Sichuan Agricultural University,Yaan,Sichuan 625014);Application of AHP and Fuzzy Comprehensive Evaluation Method in the Environment Quality Evaluation of University Campus[J];Journal of Anhui Agricultural Sciences;2008-10
3 MA Yu-xiang et al (Department of Geography,Normal College of Shihezi University,Shihezi,Xinjiang 832003);Study on the Urban Ecological Security Evaluation in Urumqi[J];Journal of Anhui Agricultural Sciences;2008-28
4 YUAN Chang-hong et al (Taizhou Meteorological Bureau,Taizhou,Jiangsu 225300);Agrometeorological Dynamic Forecasting Models for Epidemic Degree of Fusarium graminearum[J];Journal of Anhui Agricultural Sciences;2009-01
5 XU Gao-cheng et al(College of Environment and Resource College,Southwest Science and Technology University,Mianyang,Sichuan 621010);Application of Supporting Vector Machine Technology in Extraction of Remote Sensing Image of Landslide[J];Journal of Anhui Agricultural Sciences;2009-06
6 LEI Jun et al(School of Agronomy and Biotechnology,Southwest University,Chongqing 400715);Study on the Comprehensive Benefit Evaluation of Urban Land Use in Chongqing[J];Journal of Anhui Agricultural Sciences;2009-33
7 GONG Jia-fang et al (Department of Environmental Engineering,Jinan University,Guangzhou,Guangdong 510632);Gray Correlation Analysis on the Main Influencing Factors of the Agricultural Economic Development in Guangdong Province[J];Journal of Anhui Agricultural Sciences;2010-06
8 GUAN Cui-ping (College of Life Science,Ningxia University,Yinchuan,Ningxia 750021);Recognition Prediction on G-Protein-Coupled-Receptors of Drug Target[J];Journal of Anhui Agricultural Sciences;2010-24
9 DIAO Zhan-feng et al(Shenyang Agriculture University,Shenyang,Liaoning 110122);Study on Water Quality Indices Reduction Based on Rough-Fuzzy Comprehensive Evaluation Method[J];Journal of Anhui Agricultural Sciences;2010-26
10 LIU Xiao-min et al(Institute of Economics,Hebei University of Economics & Business,Shijiazhuang,Hebei 050061);Comprehensive Evaluation on Water-saving Technology Integration Model of Water-based Fruit in North China[J];Journal of Anhui Agricultural Sciences;2011-04
China Proceedings of conference Full-text Database 10 Hits
1 Xiukuan Zhao~(a,b,*),Min Li~b,Jinwu Xu~b,Gangbing Song~c ~aBeijing National Observatory of Space Environment,Institute of Geology and Geophysics,Chinese Academy of Sciences,Beijing 100029,China ~bSchool of Mechanical Engineering,University of Science and Technology Beijing,Beijing 100083,China ~cDepartment of Mechanical Engineering,University of Houston,Houston,TX 77204,USA;An effective procedure exploiting unlabeled data to build monitoring system[A];[C];2012
2 Wang Lianhong1,Zhang Guoyun 2,Zhang Jing1 1.College of Electrical and Information Engineering,Hunnan University,Changsha 410082,P.R.China2.Dept.of Physics and Electronics Information,Hunan Institute of Science and Technology,Yueyang,414006,P.R.China;A Novel Kernel PCA Support Vector Machine Algorithm with Feature Transition Function[A];[C];2007
3 Lv Peng1,Liu Yibing2,Ma Qiang2,Wei Yufan2 1.School of Mathematics and Physics,North China Electric Power University,Beijing 102206,P.R.China2.Department of automatics,North China Electric Power University,Beijing 102206,P.R.China;Gear Intelligent Fault Diagnosis Based on Support Vector Machines[A];[C];2007
4 Jin Fengxiang 1,Ding Shifei 2,Wang Jian 1 1.College of Geoinformation Science and Engineering,Shandong University of Science and Technology,Qingdao 266510,P.R.China 2.School of Computer Science and Technology,China University of Mining and Technology,Xuzhou 221008,P.R.China;Principal Components Projection Decision-Making Based on Information Entropy Weight[A];[C];2008
5 Ma Wenxing1,Li Meng 1,2 1.Institute of Mechanical Science and Engineering,Jilin University,Changchun 130000,P.R.China 2.College of Mechanical Engineering,Changchun University,Changchun 130022,P.R.China;Fault Pattern Recognition of Rolling Bearings Based on Wavelet Packet and Support Vector Machine[A];[C];2008
6 Jiang Shaohua 1,2,Gui Weihua 1,Yang Chunhua 1,Tang Zhaohui1,Jiang Zhaohui1 1.School of Information Science and Engineering,Central South University,Changsha 410083,P.R.China 2.School of Information Science and Engineering,ShaoGuan University,ShaoGuan 512024,P.R.China;Method Based on Principal Component Analysis and Support Vector Machine and Its Application to Process Monitoring and Fault Diagnosis for Lead-Zinc Smelting Furnace[A];[C];2008
7 WANG Hai feng1,LI Zhuang1,REN Hong e2,ZHAO Peng21.School of Electronic and Information Engineering,Qiongzhou University,Sanya,Hainan 572022,P.R.China2.Information and Computer Engineering College,Northeast Forestry University,Harbin,150040,P.R.China;Texture Image Segmentation Algorithm Based on Nonsubsampled Contourlet Transform and SVM[A];[C];2010
8 ZHAO Baoyong~(1,2),QI Yingjian~3 1.School of Automation & Electrical Engineering,University of Science and Technology Beijing,Beijing 100083,P.R.China 2.Key Laboratory of Advanced Control of Iron and Steel Process,University of Science and Technology Beijing, Beijing 100083,P.R.China. 3.Science School,Communication University of China,Beijing 100024,P.R.China;Image Classification with Ant Colony Based Support Vector Machine[A];[C];2011
9 JIN Chaobu~1,HU Gangqiang~2,SHI Guangzhi~1,LI Yuyang~1 (1.Navy Submarine Academy Qingdao 266071,China; 2.92815 Army of PLA,Ningbo 315717,China);A underwater target recognition method using the support vector machines[A];[C];2011
10 Dai Mingyang~1,Yang Dali~1,Xu Mingxing~2 (1.School of Computer Science,Beijing Information Science & Technology University,Beijing 100101,China;2.Key Laboratory of Pervasive Computing,Ministry of Education Tsinghua National Laboratory for Information Science and Technology(TNList) Department of Computer Science and Technology,Tsinghua University,Beijing 100084,China);Research on the composition of UBM training set in speech emotion recognition[A];[C];2011
Chinese Journal Full-text Database 10 Hits
1 LI Guo-fu, WANG Jing-tao(Dept. of Mana. Engn., Anhui University of Technology and Science, Wuhu 241000, China);The principal component analysis of the staff performance appraisal system[J];Journal of Anhui University of Technology and Science;2005-01
2 LI Dun-xiang et al(College of Management,Guilin University of Science and Technology,Guilin,Guangxi 541004);Prediction Study on GDP of Guangxi Based on GM(1,1) Model and Grey Correlation Analysis[J];Journal of Anhui Agricultural Sciences;2010-34
3 XIONG Ping (Chongqing Optoelectronics Research Institute, Chongqing 400060, CHN);Comparison of CCD and CMOS Image Sensors[J];Semiconductor Optoelectronics;2004-01
4 TIAN Shengfeng(School of Computer and Information Technology, Northern Jiaotong University, Beijing 100044,China);Kernel-Based Learning Algorithms[J];Journal of Northern Jiaotong University;2003-02
5 JIAO Xiaoyou1,HU Zhaoguang2,SONG Shouxin1,XU Minjie1 (1.School of Electrical Engineering,Beijing Jiaotong University,Beijing 100044,China;2.State Power Economic Research Institute,Beijing 100761,China);Intelligent Power Safety Culture Assessment Model and Simulation Analysis[J];Journal of Beijing Jiaotong University;2008-02
6 XIAO Yancai,ZHANG Qing(School of Mechanical,Electronic and Control Engineering,Beijing Jiaotong University,Beijing 100044,China);Research of transformer fault diagnosis based on fuzzy support vector machines[J];Journal of Beijing Jiaotong University;2012-01
7 GAO Lixin,XING Jun, LEI Xun Computer College, Beijing University of Technology, Beijing 100022, China 2) WISGCO Wire Rod Mill, Wuhan 430080, China;Gearbox Fault Diagnosis Based Wavelet Analysis[J];Journal of University of Science and Technology Beijing;2003-03
8 YUAN Li, MU Zhichun, LIU LeimingInformation Engineering School, University of Science and Technology Beijing, Beijing 100083, China;Ear recognition based on kernel principal component analysis and support vector machine[J];Journal of University of Science and Technology Beijing;2006-09
9 Liao Ming;Shi Boqiang;Zhang Wenming;Feng Yali(Resources Engineering School, UST Beijing, Beijing 100083. China);^Fault Diagnosis of Diesel Engine's Fuel System Based on Fractals[J];JOURNAL OF UNIVERSITY OF SCIENCE AND TECHNOLOGY BEIJING;1998-05
10 WANG Jian fen, CAO Yuan da (Dept. of Computer Science and Engineering, Beijing Institute of Technology, Beijing100081, China);The Application of Support Vector Machine in Classifying Large Namber of Catalogs[J];Journal of Beijing Institute of Technology;2001-02
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 SHAO Nianhua1) SHEN Bing1) QIN Shengying2) DAI Yuping2)( 1)Xi’an University of Technology, Key Lab of Northwest Water Resources and Environmental Ecology, MOE, 710048,Xi’an, China;2)Administration Bureau of the Hotan River, 848000,Hotan, Xinjiang, China);ESTIMATING EVAPORATION BY USING KPCA SVM MODEL[J];Journal of Beijing Normal University(Natural Science);2010-03
2 Liu Xing-Fang,Zheng Xiao-Dong,Xu Guang-Cheng,Wang Ling,and Yang Hao 1.Geophysical Department,Research Institute of Petroleum Exploration and Development,PetroChina Company,Ltd., Beijing 100083,China.;Locally linear embedding-based seismic attribute extraction and applications[J];应用地球物理(英文版);2010-04
3 CHEN Yong-liang,LIN Nan,LI Xue-bin Institute of Mineral Resources Prognosis Synthetic Information,Jilin University,Changchun 130026,China;Lanczos Algorithm for Kernel Principle Component Analysis on Large Scale Samples[J];Journal of Jilin University(Earth Science Edition);2010-01
4 ZHOU Yun-long1,ZHANG Xue-qing2,SUN Bin11.School of Energy and Mechanical Engineering,Northeast Dianli University,Jilin Jilin 132012,China;2 School of Automation Engineering,Northeast Dianli University,Jilin Jilin 132012,China;Method for Identifying Gas/Liquid Two-Phase Flow Patterns Using Conductance Probes Technique and Noise Recognition of Conductance Fluctuating Signals[J];Chinese Journal of Sensors and Actuators;2008-10
5 LIU Wei1,FENG Wu-fa1,REN Li-hua1,2(1.Institute of Surveying and Mapping,Information Engineering University,Zhengzhou 450052,China;2.68011 Troops,Lanzhou 730020,China);Analysis on hyperspectral FCM clustering to improve comparability measure[J];Engineering of Surveying and Mapping;2008-05
6 YANG Guo-peng,YU Xu-chu,LIU Wei,CHEN Wei;Research on Hyperspectral Remote Sensing Image Classification Methods[J];Bulletin of Surveying and Mapping;2007-10
7 YANG Guo-peng,YU Xu-chu,FENG Wu-fa,LIU Wei,CHEN Wei;The Development and Application of Hyperspectral RS Technology[J];Bulletin of Surveying and Mapping;2008-10
8 HUANG Hai-lun(Jingchu Institute of Technology,Jingmen 448200);Application of Financial Prewarning Based on Support Vector Machine Model[J];;2007-03
9 LIU Xiao-mei,SUN Qin-hua,LIU Jian-xin,LIU Wei-fang(PetroChina Exploration & Development Research Institute(Northwest),Lanzhou,Gansu 730020,China);Prediction of Fracture Porosity of Carbonate Reservoir with Seismic Attributes,Multi-analysis and ANFIS[J];Well Logging Technology;2009-03
10 Chen Weigen1 Wei Chao1,2 Ling Yun1 Wang Youyuan1(1.State Key Laboratory of Power Transmission Equipment & System Security and New Technology Chongqing University Chongqing 400030 China 2.Jiangsu Electric Power Research Institute Corporation Limited Nanjing 211102 China);Feature Information Extraction of Air-Gap Discharge in Oil-Paper Insulation and Its Process Partition[J];Transactions of China Electrotechnical Society;2011-04
China Proceedings of conference Full-text Database 4 Hits
1 Lin Jian,Zhu Bangzhu Institute of System Science and Technology, Wuyi University, Jingmen 529020,China Beijing University of Aeronautics and Astronautics, Beijing 100083, China;Comprehensive Evaluation on Regional Economic and Social Development based on Kernel Principal Composition Analysis[A];[C];2006
2 LIU Chao~1,HE Yuanlei~1,HUANG Shiqi~1,LIU Zhigang~1,WANG Changhai~2 (The Second Artillery Engineering College,Xi'an 710025,China; 2.96669 Troops,Beijng,102208,China);A New Supervised Feature Extraction Approach of Hyperspectral Image[A];[C];2010
3 Xiong Wei Wan Zhonghong Zhang Hongying Xin Huagang;The application of kernel principal component analysis based on clustering in seismic attributes optimization[A];[C];2011
4 LIU Chunhong, LI Ping(College of Information and Electrical Engineering,China Agricultural University,Beijing 100083,China);Present Research State and Typical Application of Target Detection in Hyperspectral Remote Sensing[A];Chinese Society of Agricultural Engineering[C];2009
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved