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《Computer Engineering and Applications》 2004-15
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Research on Feature Selection Using Genetic Algorithms

Zhao Yun Liu Weiyi (Department of Computer Science,Yunnan University,Kunming650091)  
Selecting a set of features which is optimal for a given task is a problem which plays an important role in a wide variety of contents including pattern recognition,knowledge discovery,and machine learning.These problems require selection of a subset of attributes or features(from a much larger set)to represent the patterns to be classified.This paper presents an approach to the combination optimization and multi-criteria optimization problem of feature selection using genetic algorithms.The approach described here involves the use of genetic algorithms as a″front end″to a classification or recognition system in order to find the best subset of features and reduce the number of features used to represent the problem spaces.
【Fund】: 国家自然科学基金(编号:60263006);; 云南省自然科学基金(编号:2002F0063M);; 科学院智能信息处理开放实验室基金(编号:IIP2002—2)
【CateGory Index】: TP18
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【References】
Chinese Journal Full-text Database 7 Hits
1 LI Kai1,TIAN Shuang-liang1,GENG Li-jun2(1.Institute of Computer and Information Engineering,Northwest University for Nationalities,Lanzhou 730030,China;2.School of Accounting,Shanxi University of Finance and Economics,Taiyuan 030006,China);Feature selection of intrusion detection system based on BP neural network[J];Journal of Changchun University;2009-06
2 Ye zhiwei zheng zhaobao Yu Xin (shool of remote sensing and information ,wuhan university ,129 luoyu road wuhan 430079);A novel approach to feature selection based on Ant colony optimization algorithm Hybridization of heuristic information[J];Science and Technology Information of Surveying and Mapping;2007-03
3 XIA Guoen(Guangxi University of Finance and Economics,Nanning,China);Customer Churn Prediction on Satisfactory Attribute Selection[J];Chinese Journal of Management;2010-06
4 Feng Li,Li Man-Chun,Li Fei-Xue(School of Geographic and Oceanographic Sciences of Nanjing university,Nanjing, 210093,China);Texture feature selection in remote sensing image based on genetic algorithms[J];Journal of Nanjing University(Natural Sciences);2008-03
5 YUAN Jia-bin,PU Hai-chen(College of Information Science and Technology,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China);E-mail Information Classifier of Neural Network Based on Genetic Algorithm Optimization[J];Journal of Nanjing University of Science and Technology(Natural Science);2008-01
6 SUN Rui-xia,WANG Ya-ming,HUANG Wen-qing(Research Center for Computer Vision and Pattern Recognition,Zhejiang Sci-Tech University,Hangzhou 310018,China);Application of 2DPCA in face recognition based on GA[J];Computer Engineering and Design;2007-10
7 YE Zhiwei1 ZHENG Zhaobao2 WAN Youchuan2 YU Xin2(1 Shool of Computer Science,Hubei University of Technology,1 Lijiadun,Wuhan 430068,China)(2 Shool of Remote Sensing and Information Engineering,Wuhan University,129 Luoyu Road,Wuhan 430079,China);A Novel Approach for Feature Selection Based on Ant Colony Optimization Algorithm[J];Geomatics and Information Science of Wuhan University;2007-12
China Proceedings of conference Full-text Database 1 Hits
1 Han Chunhui Cai Jinyan Zhai Gaixiu Ordnance Engineering College,Shijiazhuang 050003;A Genetic Algorithm-based Method for Feature Extraction of Radar Fault Diagnosis[A];[C];2005
【Citations】
Chinese Journal Full-text Database 1 Hits
1 CHEN Bin; HONG Jiarong; WANG Yadong(Department of Computer Science and Engineering, Harbin Institute of Technology, Harbin 150001);THE PROBLEM OF FINDING OPTIMAL SUBSET OF FEATURES[J];Chinese Journal of Computers;1997-02
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 Zhang Xinhua(Dalian Naval Academy);A SURVEY ON THE CORE TECHNIQUES IN THE AUTOMATIC RECOGNITION OF SONAR TARGETS[J];ACTA ARMAMENTARII;1998-03
2 WANG Lian~1, LI Yun~2, WANG Xue-yan~3 (1. Chongqing University of Posts and Telecommunications, Chongqing 400065,P.R.China; 2. Department of Computer,Chongqing University, Chongqing 400044,P.R.China; 3. Center of Operation and Maintenance Chongqing Mobile Company, Chongqing 400044,P.R.China);Study on the model of feature selection from huge feature sets[J];Journal of Chongqing University of Posts and Telecommunications;2005-01
3 WU Tao,PENG Du-xue,ZHANG Wei(School of Information Science and Technology,Zhanjiang Normal University,Zhanjiang 524048,China);Design and Realization of Intelligent Image Retrieval System[J];Journal of Chongqing Institute of Technology(Natural Science);2008-06
4 Wang Guoming(Heilongjiang Provincial Center for Geomatic,Harbin 150086) Sun Lixin(Harbin College of Engineering,Harbin 150008);Wareband Selection in Optimized Classification of High-Spectrum RS Imagery[J];Northeast Surveying and Mapping;1999-04
5 Pan Tao Zhao Weidong Sheng Zhaohan (College of Economics and Management, Southeast University, Nanjing 210096);Optimal Feature Subset Selection of Decision Tables[J];Journal of Southeast Univwrsity(Natural Science Edition);2000-05
6 LU Zhi-mao,LIU Ting,LI Sheng(1.Information Retrieval Laboratory of Computer Science & Technology School,Harbin Institute of Technology,Harbin,Heilongjiang 150001,China;2.Computer Science & Technology School,Harbin Engineering University,Harbin,Heilongjiang 150001,China);The Research Progress of Statistical Word Sense Disambiguation[J];Acta Electronica Sinica;2006-02
7 QIAO Li-yan,PENG Xi-yuan,PENG Yu(Dept.of Automatic Test and Control,Harbin Institute of Technology,Harbin,Heilongjiang 150001,China);BPSO-SVM Wrapper for Feature Subset Selection[J];Acta Electronica Sinica;2006-03
8 LI Wei-hong,GONG Wei-guo,CHEN Wei-min,LIANG Yi-xiong,YIN Ke-zhong ( Key Lab of Optoelectronic Technology & Systems of Education Ministry of China, Chongqing University, Chongqing 400044, China );Facial feature selection method based on SVM RFE[J];Opto-Electronic Engineering;2006-05
9 YING Xiao min, LIU Ming, DOU Wen hua (College of Computer, National Univ.of Defense Technology, Changsha 410073, China);A User Modeling Method without Negative Examples for Personalized Services[J];Journal of National University of Defense Technology;2002-03
10 Li Jun, Zhang Shunyi~* , Wang Pan~* , Li Cuilian~(**)( * Information Networking Institute, Nanjing University of Posts and Telecommunications, Nanjing 210003, P.R. China)(** Department of Telecommunication Engineering, Zhejiang Wanli University, Ningbo 315100, P.R. China);Research on internet traffic classification techniques using supervised machine learning[J];高技术通讯(英文版);2009-04
China Proceedings of conference Full-text Database 1 Hits
1 ZHOU Yancong,SUN Xiaochen School of Information Engineering,Tianjin University of Commerce.Tianjin,300134 School of Information Technological Science,Nankai University,Tianjin,300071;The Application of Minimal Reduction Based on GA to Weather Data[A];[C];2007
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 Wang Hua\ Wang Qi\ Sun Jinwei(Dept. of Automatic Measurement and Control, Harbin Institute of Technology, Harbin 150001, China);Auto-correlation function based estimation of the fractal dimension of natural texture images[J];Journal of Beijing University of Aeronautics and Astronautics;2004-08
2 LIANG Bo~1,WU Jun-feng~2,SHU Hua-ying~1 (1.School of Economics & Management,BUPT,Beijing 100876,China;2.Zhangzhou Subsidiary Company,China Mobile,Zhangzhou 363000,China);Experimental research on mobile customer retention and its determinants[J];Journal of Beijing University of Posts Telecommunications;2005-04
3 TONG Qi hui (Beijing Economic and Trade Administrant College,Beijing:10000);The Application of Primary Element Analyzing Methods in the Index Synthetic Evaluation[J];Journal of Beijing Institute of Technology(Social Sciences Edition);2002-01
4 Liu Wenjun Wang Jiayin Feng Yanbin Gu Yundong Li Hongxing (Department of Mathematics, Beijing Normal University, 100875, Beijing, China);A NEW MINIMAL ATTRIBUTE REDUCTION ALGORITHM[J];Journal of Beijing Normal University(Natural Science);2004-01
5 XIA Huo-song , CAI Shu-qin (1.Wuhan Institute of Science and Technology, Management School; 2.Huazhong University of Science and Technology, Wuhan 430073, China);Customer Relationship Management Based on Data Mining[J];Commercial Research;2003-20
6 DONG Gang, FU Qian-sheng (College of Economics and Management Nanjing University of Aeronautics and Astronautics, Nanjing Jiangsu, 210016, China);The Model of Evaluating Enterprise Innovative Ability[J];Commercial Research;2004-09
7 LIAO Li YU Ying ze WU Yu NIE Neng (Institute of Computer Science and Technology,Chongqing University of Posts and Telecommunications,Chongqing 400065);Data Mining and Data Warehouse with Their Application in Telecommunications[J];Journal of Chongqing University of Posts and Telecommunications;2000-04
8 LI Zehai, SUN Jigui, ZHAO Jun(College of Computer Science and Technology, Jilin University, Changchun 130012, China);Business intelligence technique and its application[J];Journal of Changchun Post and Telecommunication Institute;2003-01
9 YE Yan-fang,HUANG Xi-yue,SHEN Zhi-xi(College of Automation,Chongqing University,Chongqing 400044,China);New Face Detection Method Based on Skin Color and Template Matching[J];Journal of Chongqing Institute of Technology(Natural Science Edition);2007-12
10 ZHANG Xiao-mei (Dept of Applied Mathematics, Shanghai Institute of Finance and Economics,Shanghai 200433, China);Feature extraction of equipment fault diagnosis[J];Journal of Transducer Technology;2004-01
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 SHAO Fei1,WANG Li-feng2,WU Chun1 (1.School of Telecommunications Engineering,Xidian University,Xi'an 710071,China;2.Institute of China Electronic System Engineering Corporation,Beijing 100141, China);Architecture of Cognitive Network Based on Cognitive Layer and Corresponding Cognitive Method[J];Journal of Beijing University of Technology;2009-09
2 REN Shi-zun1,ZHAO Jian2(1.Software College,Changchun University,Changchun 130022,China;2.College of Computer Science and Technology,Changchun University,Changchun 130022,China);Design and research on examination controller in web mode[J];Journal of Changchun University;2010-02
3 ZHAO Yin-yin(Center for Engineering Training,Beihua University,Jilin 132021,China);A design of mobile robot obstacle avoidance system based on C8051F340 MCU[J];Journal of Changchun University;2010-12
4 GUO Shou-tuan ,XU Zhi-gen (Southwest Jiaotong University, Chengdu,Sichuan 610031,China);Spam Filtering Based on BP Neural Network[J];Computer Security;2009-12
5 Dou Dongyang1 Yang Jianguo1 Li Lijuan2 Zhao Yingkai2(1School of Chemical Engineering and Technology,China University of Mining and Technology,Xuzhou 221116,China)(2School of Automation and Electrical Engineering,Nanjing University of Technology,Nanjing 210009,China);Application of rule-based neural network in pattern classification[J];Journal of Southeast University(Natural Science Edition);2011-03
6 Zou Chunhui1,2,Yin Qing2,Chen Huailiang1(1.Henan Institute of Meteorological Sciences,Zhengzhou 450003,China;2.PLA Information Engineering University,Zhengzhou 450002,China);An Automatic Geographical Registration Technique Based on Gray Correlation and Ground Control Point Database[J];Meteorological and Environmental Sciences;2008-04
7 ZHU Wen-ge,LI Shi-qi,ZHENG Pei(Huazhong University of Science and Technology,Wuhan 430074,Hubei,China);Fault Diagnosis System Study of Sophisticated Equipment Based on Case Reasoning[J];Journal of Gun Launch & Control;2009-03
8 HONG Wei,WANG Su-yu,ZHUO Li(Signal & Information Processing Lab,Beijing University of Technology,Beijing 100124,China);Advances of Imaging Spectrum Classification[J];Measurement & Control Technology;2009-05
9 MA Chang-wei,LIU Guang-yuan,LU Shun School of Electronic and Information Engineering,Southwest University,Chongqing 400715,China;Application of improved Ant Colony System for emotion recognition from Electrocardiogram signals[J];Computer Engineering and Applications;2010-31
10 LIN Shilai,LIU Guangyuan,ZHANG Huiling College of Computer and Information Science,Southwest University,Chongqing 400715,China;Application of ACO algorithm to emotion recognition research based on RSP signal[J];Computer Engineering and Applications;2011-02
China Proceedings of conference Full-text Database 1 Hits
1 Lizhong Wang Vocational and Technical College Inner Mongolia Agricultural university Hohhot,Inner Mongolia,China Shuoshi Ma College of Mechanical and Electrical Engineering Inner Mongolia Agricultural university Hohhot,Inner Mongolia,China Heru Xue and Zhenjie Hou College of Computer and Information Engineering Inner Mongolia Agricultural university Hohhot,Inner Mongolia,China;An Improved SIFT Algorithm for Feature Points Matching of Dairy Cow Images[A];[C];2009
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