Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Air Force Engineering University(Natural Science Edition)》 2004-03
Add to Favorite Get Latest Update

Research and Application of Support Vector Machine

WANG Xiao-dan, WANG Ji-qin (The Missile Institute, Air Force Engineering University, Sanyuan, Shaanxi 713800, China)  
A support vector machine is a new machine learning technique developed on the basis of statistical learning theory, and it is the most successful realization of statistical learning theory. For machine learning tasks involving pattern classification, regression estimation, and function approximation, the support vector machine has increasingly become a popular tool. In this paper a survey of the recent new development on the research and application of the support vector machines is made. Some important issues to be investigated in application and the direction of research of the support vector machine have been pointed out simultaneously.
【CateGory Index】: TP181
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 10 Hits
1 Han Quandong,Hu Xiaoping(College of Aerospace and Material Engineering,National University of Defense Technology,Changsha,410073);Application of Support Vector Machine in Steady State Fault Detection and Diagnosis of Liquid-propellant Rocket Engine[J];Missiles and Space Vehicles;2007-04
2 XU Qi-hua~1,SHI Jun~2(1.Electronic Engineering Department,Huaihai Institute of Technology,Lianyungang 222005,China)(2.College of Automatic Control,Northwestern Polytechnical University,Xi′an 710072,China);Some Studies in Aero-engine Fault Diagnosis Using Support Vector Machines[J];Acta Aeronautica Et Astronautica Sinica;2005-06
3 LI Zhonghao, WANG Yu (School of Management, Dalian Univ. of Tech., Dalian Liaoning 116024, China);Improved weighted support vector regression[J];Computer Aided Engineering;2006-01
4 GUAN Jun,XU Li-zhong,SHI Ai-ye(College of Computer & Information Engineering,Hehai University,Nanjing Jiangsu 210098,China);Assessment Method of Water Quality of Monitoring Data Based on Support Vector Machine[J];Application Research of Computers;2006-09
5 TAO Xiao-yan, ZHAO Qiao-xia, FU Yan-jun (The Telecommunication Engineering Institute, Air Force Engineering University, Xi'an, Shaanxi 710077, China);Face Recognition Based on DCT and Support Vector Machines[J];Journal of Air Force Engineering University(Natural Science Edition);2005-02
6 SHI Zhao-hui,WANG Xiao-dan,ZHAO Shi-min,YANG Jian-xun(The Missile Institute,Air Force Engineering University,Sanyuan,Shaanxi 713800,China);An Improved Algorithm for SVM Decision Tree[J];Journal of Air Force Engineering University(Natural Science Edition);2006-02
7 WANG Xiao-dan~1,SUN Dong-yan~(1,2),ZHENG Chun-ying~1,ZHANG Hong-da~1,ZHAO Xue-jun(1.The Missile Institute,Air Force Engineering University,Sanyuan 713800,Shaanxi,China;2.School of Electronic Engineering,Xidian University,Xi′an 710071,Shaanxi,China);A Combined SVM Classifier Based on AdaBoost[J];Journal of Air Force Engineering University(Natural Science Edition);2006-06
8 XU Hai-long,WANG Xiao-dan,SHI Zhao-hui,HUA JI-xue,Quan Wen(Missile Institute,Air Force Engineering University,Sanyuan 713800,Shaanxi,China);An Incremental Training Algorithm of SVM Based on the Distance Ratio[J];Journal of Air Force Engineering University(Natural Science Edition);2008-04
9 XU Qi-hua,YANG Rui(Department of Electronic Engineering,Huaihai Institute of Technology,Lianyungang 222005,China);New support vector machine based classification algorithm and its application[J];Computer Engineering and Design;2005-09
10 XIA Qiong,QIAN Jia-zhong,CHEN Zhou(School of Natural Resources and Environmental Engineering,Hefei University of Technology,Hefei 230009,China);Evaluation of shallow groundwater quality in Huainan based on support vector machine[J];Hydrogeology & Engineering Geology;2009-01
China Proceedings of conference Full-text Database 1 Hits
1 ;Application of Decision Tree and SVM Methods in Fault Diagnosis of Liquid Rocket Engine[A];[C];2006
【Citations】
Chinese Journal Full-text Database 3 Hits
1 LI Xiao Li LIU Ji Min SHI Zhong Zhi (Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100080);A Chinese Web Page Classifier Based on Support Vector Machine and Unsupervised Clustering[J];Chinese Journal of Computers;2001-01
2 ZHANG Wen sheng,\ DING Hui,\ WANG Jue(Institute of Automation, The Chinese Academy of Sciences, Beijing 100080, China);Study on Computing the Support Vectors of Massive Data Based on Neighborhood Principle[J];Journal of Software;2001-05
3 XIAO Rong, WANG Ji-cheng, SUN Zheng-xing, ZHANG Fu-yan(State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing 210093, China);=(Institute of Multimedia Computing Technology, Nanjing University, Nanjing 210093, China);An Incremental SVM Learning Algorithm α-ISVM[J];Journal of Software;2001-12
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 DINNG Lei,TAO Liang (School of Computer Science and Technology,Anhui University, Hefei 230039, China);Applications of support vector machine in cholesterol measurements[J];Journal of Anhui University(Natural Sciences);2005-02
2 DING Lei~(1,2), ZHU De-quan~2, TAO Liang~1(1. Computer Science and Technology College of Anhui University, Hefei 230039, China;2. The School of Physics & Electric Engineering of Anqing Teachers College, Anqing 246011, China);Applications of Support Vector Machine in Physics Experiment[J];Journal of Anqing Teachers College(Natural Science Edition);2005-02
3 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
4 LI Kai,HUANG Hou_kuan(School of Computer and Information Technology, Beijing JiaoTong University, Beijing 100044,China);Research on Incremental Learning Algorithm of Support Vector Machine[J];Journal of Northern Jiaotong University;2003-05
5 ZHANG Ke-nan CAI Zheng-guo(Shanghai Baosteel Industry Inspection Corp.,Shanghai 201900,China);Application Research on Artificial Neural Networks in Equipment Diagnosis[J];Bao Steel Technology;2004-04
6 WU Wei, TANG Xiao-qing (College of Mechanical Engineering and Automation, Nanjing University of Aeronautics & Astronautics, Beijing 100083, China);Computer Aided Quality Management for Products Development and Batch Production[J];Ordnance Industry Automation;2004-02
7 Wang Meiqing\ Tang Xiaoqing(School of Mechanical Engineering and Automation, Beijing University of Aeronautics and Astronautics, Beijing 100083, China);Combined house of quality oriented product planning[J];Journal of Beijing University of Aeronautics and Astronautics;2004-07
8 Dong Xuanming\ Qiu Lihua\ Wang Zhanlin (Beijing University of Aeronautics and Astronautics,Dept.of Automatic Control);ON LINE CONDITION MONITORING AND FAULT DIAGNOSIS FOR HYDRAULIC PUMP BASED ON BP ALGORITHM[J];JOURNAL OF BEIJING UNIVERSITY OF AERONAUTICS AND ASTRONAUTICS;1997-03
9 ZHANG Dezheng, AZIGULI, FENG Honghai, YANG Bingru Information Engineering School, University of Science and Technolgy Beijing, Beijing 100083, China;Mining Uncommon Information from Inconsistent Samples Based on Support Vector Machine[J];Journal of University of Science and Technology Beijing;2004-05
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
China Proceedings of conference Full-text Database 1 Hits
1 Donghui Li Shuxin Du Tiejun Wu National Laboratory of Industrial Control Technology,Zhejiang University,Hangzhou 310027;A Weighted Support Vector Machine Method and its Application[A];[C];2004
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 ZHU Xue-dong,HU ping(Nanjing University of Technology,Nnajing 210009,China);The Design of Multi-fault Classification Based on Huffman Binary Tree[J];Journal of Beijing Union University(Natural Sciences);2009-02
2 Wen Hao Lu Zhaoyang (School of Telecommunications Engineering,Xidian University,Xi'an 710071,China);A Fast Vehicle License Plate Character Recognition Algorithm Based on the Half Blocked Integral Projection and SVM[J];Electronic Science and Technology;2007-10
3 WANG Xiao-feng a,QIN Yu-ping b (a.Dept.of Mathematics b.College of Information Science and Engineering,Bohai University,Jinzhou 121013,China);Research on SVM Multi-class Classification Based on Binary tree[J];Journal of Hunan Institute of Engineering(Natural Science Edition);2008-03
4 Cheng Pengfei Zhao Jun Tang Xie Southwest University of Petroleum,;SUPPORT VECTOR MACHINE ALGORITHM APPLIED TO IDENTIFICATION OF WATER-FLOODED ZONE WITH WELL LOGGING[J];World Well Logging Technology;2007-04
5 HU Yan-jie,XIA Guo-ping(School of Economics and Management,Beijing University of Aeronautics and Astronautics,Beijing 100191,China);An Empirical Research on Financial Crisis Forecasting Based on BP Neural Network[J];Journal of Beijing University of Aeronautics and Astronautics(Social Sciences Edition);2009-04
6 ZHANG Zhen-yu(School of Mathematics and Physics,Dalian Jiaotong University,Dalian 116028,China);Robust AdaBoost with SVM-Based Component Classifiers[J];Journal of Dalian Jiaotong University;2010-02
7 ZHOU Yan-li~(1,2),ZHOU Chuang-ming~1,WANG Xiao-dan~1(1.Missile Institute of Air Force Engineering University,Sanyuan 713800,China;2.The PLA Xi′an Political Academy,Xi′an 710068,China);Kernel-based K-Nearest Neighbor Classification[J];Aeronautical Computing Technique;2006-05
8 XU Qi-hua1,SHI Jun2 (1. Electronic Engineering Department, Huaihai Institute of Technology, Lianyungang 222005,China) (2. College of Automatic Control, Northwestern Polytechnical University, Xi′an 710072,China);Fault Diagnosis for Aero-engine Applying a New Multi-class Support Vector Algorithm[J];中国航空学报(英文版);2006-03
9 SUN Yong-kui~1,CHEN Guang-ju~1,LI Hui~2(1.University of Electronic Science and Technology of China,Chengdu,Sichuan 610054,China;2.University of Electronic Science and Technology of China,Chengdu,Sichuan 610054,China);Analog Circuits Soft Fault Diagnosis Based on Support Vector Machine[J];Acta Metrologica Sinica;2009-03
10 LIN Yubai,LUO Jian~*(Department of Automation,Xiamen University,Xiamen 361005,China);Model and Application Based on Supportable Recursive Vector for Forecasting Steel Mechanics Performance[J];Journal of Southern Yangtze University;2006-04
【Secondary Citations】
Chinese Journal Full-text Database 1 Hits
1 LI Xiao Li and SHI Zhong Zhi (Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100080);A DATA MINING METHOD TO ACQUIRE PART OF SPEECH RULES IN CHINESE TEXT[J];Journal of Computer Research and Development;2000-12
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved