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《Journal of Chongqing University of Science and Technology(Natural Sciences Edition)》 2010-04
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Research on Non-parametric Technique in Pattern Classification

LIU Qin-chuang1 GUO Geng-qi2(1.Shantou Polytechnic,Shantou 515041;2.Guangdong Communication Polytechnic,Guangzhou 510650)  
There are two typical non-parametric method,Parzen window method and K-nearest neighbor method.Disadvantages of Parzen window method are large demand for training samples,existing dimension disaster problems,which could improved by parallel neural network structure.K-nearest neighbor method generally follows the nearest neighbor rule to classify the sample type.
【CateGory Index】: TP391.41
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【Citations】
Chinese Journal Full-text Database 4 Hits
1 He Yajun 1,2) Guo Ping 1) ( 1)Department of Computer Science and Technology, Beijing Normal University, 100875, Beijing, China;2)Department of Computer and Information Science, South-west Forest University,650224,Kunming,yunnan, China);THE EXPLORATION ABOUT APPLAING PARZEN WINDOW ESTIMATION METHOD TO DIGITAL IMAGE RESTORATION[J];Journal of Beijing Normal University(Natural Science);2004-04
2 Zhang Boyun 1,2 Yin Jianping 1 Zhang Dingxing 1 Hao Jingbo 11 (School of Computer Science,National University of Defense Technology,Changsha410073) 2 (Dept.Computer Science,Hunan Public Security College,Changsha410138);Unknown Computer Virus Detection Based on K-Nearest Neighbor Algorithm[J];Computer Engineering and Applications;2005-06
3 Yang Peng Tian Xuedong(College of Mathematics and Computer,Hebei University,Baoding,Hebei 071002);Research on Mathematical Formulas Extraction from Printed Document Based on Parzen Windows[J];Computer Engineering and Applications;2005-23
4 ZHANG Jian-pei,XU Hua (Computer Science and Technology School,Harbin Engineering University,Harbin Heilongjiang 150001,China);Study and Application of Active Learning with SVM[J];Computer Applications;2004-01
【Secondary Citations】
Chinese Journal Full-text Database 2 Hits
1 HOU Feng lei,WANG Bing xi (Department of Information Science, PLA Information Engineering University, Zhengzhou Henan 450002, China);SPEAKER VERIFICATION BASED ON SPEAKER CLUSTERING AND SUPPORT VECTOR MACHINES[J];Computer Applications;2002-10
2 ZHANG Jian-pei,XU Hua (Computer Science and Technology School,Harbin Engineering University,Harbin Heilongjiang 150001,China);Study and Application of Active Learning with SVM[J];Computer Applications;2004-01
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