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《Journal of Beijing Institute of Petro-Chemical Technology》 2009-01
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Chinese Classification Based on Improved ART1 Algorithm

Dai Xiaojuan1,2 Lin Xiaozhu1 Zhou Xiaozheng1(1 Department of Automation,Beijing Institute of Petro-chemical Technology,Beijing 102617;2 School of information technology,Beijing University of Chemical Technology,Beijing 100029)  
In order to make better use of adaptive resonance theory(ART1) to achieve the classification of Chinese characters,an improved algorithm of ART1 was proposed.The algorithm quotes the thought of XNOR,the percentage of the same part between the input and the memory mode in the overall input mode was used to define the match degree,thus the classification errors of the input sample sequence is reduced and the stability and the noise immunity of the network are enhanced.The experimental results proved that the improved algorithm can classify Chinese characters better and the cluster center can be calculated.
【CateGory Index】: TP391.1
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【References】
Chinese Journal Full-text Database 1 Hits
1 Dai Xiaojuan~(1,2) Lin Xiaozhu~2 Zhou Xiaozheng~2 (1.Beijing University of Chemical Technology,Beijing 100029,China; 2.Beijing Institute of Petro-chemical Technology,Beijing 102617,China);The Clustering Study of Pattern Neuron Network[J];Journal of Beijing Institute of Petro-Chemical Technology;2009-04
【Citations】
Chinese Journal Full-text Database 3 Hits
1 Li Hong Wu Yiding (Wuhan University, Wuhan,430072);ART1 NEURAL NETWORK APPROACH TO FAULT DIAGNOSIS[J];Proceedings of The Csu-epsa;2003-03
2 ZUO Long 1,TAN Ming feng 2 (1 China Defense Science and Technology Information Center,Beijing 100036; 2 School of Computer Science,National University of Defense Technology, Changsha 410073, China);Data Clustering Based on ART1 Artificial Neural Networks[J];Computer Engineering & Science;2002-02
3 Tong Chaoyang and Shi Jiaoying (State Key Laboratory of CAD&CG, Zhejiang University, Hangzhou 310027);A PATTERN CLASSIFICATION-ORIENTED MODIFIED ART1 NEURAL NETWORK[J];CHINESE JOURNAL OF COMPUTERS;1995-09
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 SUN Hong (Department of Mechanical and Electrical engineering,Anhui Institute of Architecture & Industry Hefei 230601,China);The Car's Plate Characters Recognition Based on Rough Set Network System[J];Journal of Anhui Institute of Architecture & Industry(Natural Science);2007-04
2 DONG Lei,LIU Hong(School of Electric Engineering,University of Guangxi,Nanning 530004,China);Application of vehicle plate recognition based on neural network in specific occasion[J];Journal of Anshan University of Science and Technology;2007-05
3 ZHI Ying(Department of Mathematics,Anshan Normal University,Anshan Liaoning 114007,China);Research on Application of Web-based Computer-aided Mechanical Creative Design System[J];Journal of Anshan Normal University;2008-04
4 CAO Shouhua,YUAN Zhenzhou,HAN Baoming,LI Dewei(School of Traffic and Transportation, Beijing Jiaotong University, Beijing 100044,China);Classification for Passenger Transport Integrative Hubs Based on SOFM Neural Network[J];Journal of Beijing Jiaotong University;2008-06
5 LIU Feng-juan (Xi'an Academy of Coal Industry Design, Ministry of Coal Industry, Xi’an 710054, China);Control of Machine Arm System Based on BP Algorithm[J];Ordnance Industry Automation;2004-06
6 FAN Hong-bo, ZHANG Ying-tang, REN Guo-quan (Dept. of Guns Engineering Ordnance Engineering College, Shijiazhuang 050003, China);Engine Fault Diagnosis Method Based on Modified ART2 Neural Network[J];Ordnance Industry Automation;2006-07
7 LIU Jiang, WANG Changsong, JIANG Lihua LIU Beiying 1) Mechanical Engineering School, University Science and Technology Beijing, Beijing 100083, China 2) College of Engineering, Shandong University of Science and Technology, Taian 271021, China;Gaussion Decomposition for Strip Flatness Defect Patterns[J];Journal of University of Science and Technology Beijing;2003-05
8 XU Yuan-qing1,CHEN Xiang-guang1,WANG Li2,ZHANG Qi-hong3 (1.School of Chemical Engineering and Environment,Beijing Institute of Technology,Beijing 100081,China;2.School of Computer Science and Technology,Beijing Institute of Technology,Beijing 100081,China;3.Department of Automatic Control,School of Information Science and Technology,Beijing Institute of Technology,Beijing 100081,China);An Improved Neural Network Ensemble for the Prediction of PMV Index[J];Transactions of Beijing Institute of Technology;2007-02
9 HUANG Xiao-Wei~1,LI Dian-Qing~2,DUAN Xue~2(1.Biochemical Engineering College of Beijing Union University,Beijing 100023,China;2.MOE Key Laboratory of Science and Technology of Controllable Chemical Reactions,Beijing University of Chemical Technology,Beijing 100029,China);Neural Networks for Study of Mg-Al Hydrotalcite of Continuous Aging Process[J];Journal of Beijing Union University(Natural Sciences);2006-01
10 HU Shu-ping1;YU Xin-xiao1;WANG Xiao-ping2;QIN Yong-sheng2;CHEN Jun-qi2.1 Key Laboratory of Soil and Water Conservation & Desertification Combating of Ministry of Education,School of Soil and Water Conservation,Beijing Forestry University,100083,P.R.China;2 Beijing Forestry and Parks Department of International Cooperation,100029,P.R.China.;Application of artificial neural network in optimization of vegetation types in watershed[J];Journal of Beijing Forestry University;2008-S2
【Co-references】
Chinese Journal Full-text Database 5 Hits
1 SHI Xing-li1,2(1.Chongqing University,Chongqing 400044;2.Chongqing University of Science and Technology,Chongqing 400042);Development and Application of Artificial Neural Network[J];;2006-02
2 Li Hong Wu Yiding (Wuhan University, Wuhan,430072);ART1 NEURAL NETWORK APPROACH TO FAULT DIAGNOSIS[J];Proceedings of The Csu-epsa;2003-03
3 ZHOU Xiao-zheng1,LIN Xiao-zhu1,CHEN Xing2,LI Yu-long3 1.School of Information Engineering,Beijing Institute of Petro-Chemical Technology,Beijing 102617,China 2.School of Electronic and Information Engineering,Beijing University of Aeronautics and Astronautics,Beijing 100083,China 3.Department of Electronic Information,Chonnam National University,Jeollanam-do 550-749,South Korea;Modified artificial neural network model[J];Computer Engineering and Applications;2008-09
4 ZUO Long 1,TAN Ming feng 2 (1 China Defense Science and Technology Information Center,Beijing 100036; 2 School of Computer Science,National University of Defense Technology, Changsha 410073, China);Data Clustering Based on ART1 Artificial Neural Networks[J];Computer Engineering & Science;2002-02
5 Tong Chaoyang and Shi Jiaoying (State Key Laboratory of CAD&CG, Zhejiang University, Hangzhou 310027);A PATTERN CLASSIFICATION-ORIENTED MODIFIED ART1 NEURAL NETWORK[J];CHINESE JOURNAL OF COMPUTERS;1995-09
【Secondary Citations】
Chinese Journal Full-text Database 2 Hits
1 ZUO Long 1,TAN Ming feng 2 (1 China Defense Science and Technology Information Center,Beijing 100036; 2 School of Computer Science,National University of Defense Technology, Changsha 410073, China);Data Clustering Based on ART1 Artificial Neural Networks[J];Computer Engineering & Science;2002-02
2 Tong Chaoyang and Shi Jiaoying (State Key Laboratory of CAD&CG, Zhejiang University, Hangzhou 310027);A PATTERN CLASSIFICATION-ORIENTED MODIFIED ART1 NEURAL NETWORK[J];CHINESE JOURNAL OF COMPUTERS;1995-09
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