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《Journal of Data Acquisition and Processing》 2011-01
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Mahalanobis Distance-Based Possibilistic Clustering Algorithm and Its Analysis

Zhang Xiang,Wang Shitong(School of Information Technology,Jiangnan University,Wuxi,214122,China)  
The possibilistic clustering algorithm is used in data analysis and pattern recognition.By Mahalanobis distance with the algorithm,a special Mahalanobis distance-based possibilistic clustering algorithm is proposed.This algorithm has the advantage of possibilistic clustering.Meanwhile,it can prevent leading to a single cluster center and has a distinctive characteristic,thus immediately deducing the lower bounds of the obtained clustering results.Based on the principle of the minmax probability,it can decide whether the clustering is effective or not.Finally,experiments on image segmentation and UCI data show that the algorithm is effective.
【Fund】: 国家高技术研究发展计划(“八六三”计划)(2007AA1Z158 2006AA10Z313)资助项目;; 国家自然科学基金(60704047)资助项目 国家自然科学基金重大研究计划(9082002)资助项目
【CateGory Index】: TP391.41
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Chinese Journal Full-text Database 1 Hits
1 Fan Jiulun; Pei Jihong; Xie Weixin(Dept.of Electronic Engineering,Xidian University, Xi'an 710071);Cluster Validity Based On Possibiliatic Distribution[J];Acta Electronica Sinica;1998-04
Chinese Journal Full-text Database 10 Hits
1 TIAN Yan-shan(Mathematics & Computer Science Department,Ningxia Teachers' University,Guyuan Ningxia 756000,China);A Method to Detect the Upper Limit of the Number of Clusters Based on Mountain Clustering[J];Journal of Jiangxi Normal University(Natural Sciences Edition);2007-02
2 ZHANG Xun,DENG Hui-wen(Department of Computer Science and Technology,Southwest University,Chongqing 400715,China);On the FCM Clustering based on Subtractive Clustering and Cluster Validity Evaluation[J];Journal of Chongqing Institute of Technology;2006-05
3 LIU Yi-ping, SHEN Yi, TONG Shu-hong, LIU Zhi-yan (Department of Control Engineering, Harbin Institute of Technology, Harbin 150006, China);An advanced FCM algorithm with parameter m optimized on - line[J];Electric Machines and Control;2000-03
4 JIANG Yuan, ZHANG Zhao-Yang, QIU Pei-Liang, QI Yu-Peng ( Institute of Information & Communication Engineering, Zhejiang University, Hangzhou 310027, China );Solutions to General Clustering Algorithmic Issues[J];Journal of Circuits and Systems;2004-03
5 PEI Ji hong 1,XIE Wei xin 2 (1 School of Electronic Engineering,Xidian Univ.,Xi'an 710071,China;2 President Office,Shenzhen Univ.,Shenzhen 518060,China);Adaptive Multi Thresholds Image Segmentation Based on Fuzzy Restrainted Histogram FCM Clustering[J];ACTA ELECTRONICA SINICA;1999-10
6 YU Jian,CHENG Qian-sheng (School of Mathematical Science,Peking University,Beijing 100871,China);On Cluster Validity Function FP(u,c)[J];Acta Electronica Sinica;2001-07
7 FAN Jiu-lun,WU Cheng-mao (Department of Informotion and Control,Xi'an Institute of Post and Telecommunications,Xi'an,Shanxi 710061,China);Clustering Validity Function Based on Partition Coefficient Combined with Total Variation[J];Acta Electronica Sinica;2001-11
8 Fan Jiulun Wu Chengmao (Dept. of Info, and Control, Xi'an Inst. of Posts and Telecom., Xi'an 710061, China);CLUSTERING VALIDITY FUNCTION BASED ON POSSIBILISTIC PARTITION COEFFICIENT COMBINED WITH FUZZY VARIATION[J];Journal of Electronics and Information Technology;2002-08
9 ZHANG Xun,TIAN Yanshan(Department of Computer Science and Technology,Southwest University,Chongqing,China 400715Department of Mathmatics & Computer Science,Ningxia Teachers' University,GuYuan Ningxia,China 756000);A Method to Detect the Upper Limit of the Number of Cluster Based on Subtractive Clustering[J];Journal of Guyuan Teachers College;2006-03
10 Wu Zhong-dong1 Gao Xin-bo1 Xie Wei-xin2(1.School of Electronic Engineering, Xidian Univ., Xi'an 710071, Shaanxi, China; 2. College of Information Engineering, Shenzhen Univ., Shenzhen 518060, Guangdong, China);A New Fuzzy Clustering Algorithm of Categorical Data Set Based on the Kernel Method[J];Journal of South China University of Technology(Natural Science);2004-09
China Proceedings of conference Full-text Database 1 Hits
1 REN Hong, ZHENG Yan, QU Zhao-wei, DENG Fang ( School of Electronic Engineering, Beijing University of Posts and Telecommunications, Beijing 100876, China; Beijing Key Laboratory of Intelligent Telecommunications Software and Multimedia, Beijing University of Posts and Telecommunications, Beijing 100876, China; Research Center of Electronic Commerce, Beijing University of Posts and Telecommunications, Beijing 100876, China);Research on Clustering Validity[A];[C];2006
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