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《Computer Engineering》 2011-09
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Affinity Propagation Clustering Based on Laplacian Eigenmaps

ZHANG Liang,DU Zi-ping,ZHANG Jun,LI Yang(School of Economics and Management,Tianjin University of Science and Technology,Tianjin 300222,China)  
Affinity propagation is often limited by its inability to cluster datasets with inherent manifold structures.A novel clustering method,namely Affinity Propagation with Laplacian Eigenmaps(APPLE),is proposed to address this problem.It enhances the standard affinity propagation with manifold learning capacity.Geodesic distance is used to compute affinity between data points.Laplacian eigenmaps are applied to reduce the dimensionality and to extract features.Experimental results show APPLE outperforms standard affinity propagation in application of image clustering.
【Fund】: 国家自然科学基金资助项目(70671074);; 天津市科技发展战略研究计划基金资助项目(10ZLZLZF04900)
【CateGory Index】: TP181
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【Citations】
Chinese Journal Full-text Database 2 Hits
1 DAI Song,LI Wei-sheng(Institute of Computer Science and Technology,Chongqing University of Posts and Telecommunications,Chongqing 400065);Multi-class Object Recognition Method Based on Affinity Propagation Clustering[J];Computer Engineering;2009-14
2 ZENG Xian-Hua1,2, LUO Si-Wei1, WANG Jiao1, ZHAO Jia-Li11(School of Computer and Information Technology, Beijing Jiaotong University, Beijing 100044, China) 2(School of Computer, China West Normal University, Nanchong 637002, China);Geodesic Distance-Based Generalized Gaussian Laplacian Eigenmap[J];Journal of Software;2009-04
【Co-citations】
Chinese Journal Full-text Database 4 Hits
1 ZENG Xian-hua1,LUO Si-wei21.Institute of Science & Technology of Computer,Chongqing University of Posts and Telecommunications,Chongqing 400065,China 2.School of Computer and Information Technology,Beijing Jiaotong University,Beijing 100044,China;Contrasting research of global preserving manifold learning algorithms[J];Computer Engineering and Applications;2010-15
2 LI Yong,LI Ying,YU Qing-qing(College of Mathematics and Computer Science,Fuzhou University,Fuzhou 350108,China);Environmental Sound Classification Based on Manifold Learning and SVM[J];Computer Engineering;2011-07
3 HU Qiang,YU Guo-xian(School of Computer Science and Engineering,South China University of Technology,Guangzhou 510006,China);Graphs ensemble based locality preserving projection[J];Computer Engineering and Design;2010-20
4 Gong Weiguo,Tong Yujuan,Li Zhenghao (Key Lab for Opto-electronic Technology and System of Ministry of Education,Chongqing University,Chongqing 400044,China);Research on local invariant features for anisotropic non-rigid deformation[J];Chinese Journal of Scientific Instrument;2010-01
【Secondary Citations】
Chinese Journal Full-text Database 2 Hits
1 Zhan Dechuan and Zhou Zhihua(National Laboratory for Novel Software Technology, Nanjing University, Nanjing 210093);Ensemble-Based Manifold Learning for Visualization[J];Journal of Computer Research and Development;2005-09
2 WANG Kai-jun1,LI Jian2,ZHANG Jun-ying1,TU Chong-yang1(1.School of Computer,Xidian University,Xi’an 710071;2.Net Information Center,Northwest University of Political Science and Law,Xi’an 710061);Semi-supervised Affinity Propagation Clustering[J];Computer Engineering;2007-23
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