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《Mathematics in Practice and Theory》 2008-21
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Competitive Decision Algorithm for Clustering Analysis

LIU Yong1,2,Ning Ai-bing1,XU Qiu-yan3,MA Liang1(1.School of Management,University of Shanghai for Science and Technology,Shanghai 200093,China)(2.Department of Fundamental Science Teaching,Yancheng Institute of Technology,Yancheng Jiangsu 224051,China)(3.Information Engineering College,Yancheng Institute of Technology,Yancheng Jiangsu 224051,China)  
Clustering analysis is an important technique in data mining.It is an unsupervised learning technique and is a division of data into groups of similar objects.A competitive decision algorithm is a new optimization algorithm based on the characteristics that competition builds optimization and the result of competition hinges on decision.Based on some characteristics of clustering analysis,this paper provides a competitive decision algorithm for clustering analysis.The experiments are tested and the results show that the clustering result of competitive decision algorithm is better than that of some other algorithms.
【Fund】: 国家自然科学基金项目资助(70871081);; 上海市重点学科建设项目资助(T0502);; 上海市高校选拔培养优秀青年教师科研专项基金项目资助(21012)
【CateGory Index】: TP301.6
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【Citations】
Chinese Journal Full-text Database 8 Hits
1 NING Ai-bing,MA Liang (College of Management,University of Shanghai for Science and Technology,Shanghai 200093,China);Solving bottleneck travelling salesman problem with competitive decision algorithm based on quick lower bound estimation[J];Journal of University of Shanghai For Science and Technology;2005-03
2 NING Ai-bing,MA LiangCollege of Management,University of Shanghai for Science and Technology,Shanghai 200093,China;Competitive decision algorithm and its application to vehicle routing problem[J];Journal of Management Sciences in China;2005-06
3 Gao Shang 1,2 Yang Jingyu 1 Wu Xiaojun 21 (Department of Computer,Nanjing University of Science and Technology,Nanjing210094) 2 (Department of Electronics and Information,East China Shipbuilding Institute,Zhenjiang212003);An Ant Colony Algorithm for Clustering Problem[J];Computer Engineering and Applications;2004-08
4 NING,Ai-bing,MA Liang College of Management,University of Shanghai for Science and Technology,Shanghai 200096,China;Competitive decision algorithm for 0/1-knapsack problem[J];Computer Engineering and Applications;2008-03
5 NING Aibing, MA Liang (College of Management, Shanghai University of Science and Technology, Shanghai 200093);Competitive Decision Algorithm for Large-scale TSP[J];Computer Engineering;2005-09
6 LI Zhi-hua,WANG Shi-tong(School of Information and Engineering,Southern Yangtze University,Wuxi 214122);Improved Algorithm of Quantum Clustering[J];Computer Engineering;2007-23
7 WU Wen-li,LIU Yu-shu,ZHAO Ji-hai(Beijing Institute of Technology,Beijing 100081,China);New Mixed Clustering Algorithm[J];Journal of System Simulation;2007-01
8 NING Ai-bing,MA Liang(College of Management,University of Shanghai for Science and Technology,Shanghai 200093,China);Competitive decision algorithm for the degree-constrained minimum spanning tree[J];Journal of Systems Engineering;2005-06
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 WU Bing,MA Hemin,CHEN Wenjiun(Department of Electric Engineering,Henan Polytechnic University,Jiaozuo 454000,China);A Detection method of butterfly-vein based on ant colony algorithm[J];Journal of Liaoning Technical University(Natural Science);2008-01
2 WANG Chun-jie1,DONG Xiao-gang1,2,DIAO Xin-wei3(1.School of Basic Sciences,Changchun University of Technology,Changchun 130012,China;2.School of Business,Jilin University,Changchun 130012,China;3.School of Sciences,Hebei University of Technology,Tianjin 300130,China);Cluster Analysis Based on Particle Swarm Optimization with Immunity[J];Journal of Guangxi Normal University(Natural Science Edition);2008-03
3 LIAO Fei-xiong,MA Liang (Business School,University of Shanghai for Science and Technology,Shanghai 200093,China);Heuristic algorithm for degree-constrained minimum spanning tree[J];Journal of University of Shanghai for Science and Technology;2007-02
4 NING Ai-bing1,WANG Bo1,XIONG Xiao-hua2,MA Liang1(1.Business School,University of Shanghai for Science and Technology,Shanghai 200093,China;2.College of Computer and Information,Shanghai Second Polytechnic University,Shanghai 201209,China);Principles and applications of competitive decision algorithm[J];Journal of University of Shanghai for Science and Technology;2008-04
5 HU Xiang-pei~1 LI Yong-xian~(1,2) GUO Jian-wen~1 1.Institute of Systems Engineering,Dalian University of Technology,Dalian 116023,China;2.School of Management,Liaoning Normal University,Dalian 116029,China;Simulation optimization method for solving vehicle routing problems based on matrix transformation[J];Journal of Management Sciences in China;2008-04
6 WANG Yong1,WU Zhi-yong1,CHEN Xiu-su2,WU Jin-qi1 1.School of Economics and Business Administration of Chongqing University,Chongqing 400044,China;2.School of Mathematics and statistics of Chongqing Technology and Business University,Chongqing 400067,China;Optimization algorithm for multi-agent job integration for fourth-party-oriented logistics[J];Journal of Management Sciences in China;2009-02
7 NING,Ai-bing,MA Liang College of Management,University of Shanghai for Science and Technology,Shanghai 200096,China;Competitive decision algorithm for 0/1-knapsack problem[J];Computer Engineering and Applications;2008-03
8 LIU Bai,ZHOU Yong-quan College of Mathematics and Computer Science,Guangxi University for Nationalities,Nanning 530006,China;Mixed clustering algorithm based on artificial fish swarm[J];Computer Engineering and Applications;2008-18
9 NING Ai-bing1,XIONG Xiao-hua1,2,MA Liang1 1.School of Management,University of Shanghai for Science and Technology,Shanghai 200093,China 2.College of Computer and Information,Shanghai Second Polytechnic University,Shanghai 201209,China;Three-dimensional bin-packing algorithm for urban logistic distribution[J];Computer Engineering and Applications;2009-09
10 LIU Yong1,2,XU Qiu-yan3,WANG Hong-gang1,MA Liang1 1.School of Management,University of Shanghai for Science and Technology,Shanghai 200093,China 2.Department of Fundamental Science Teaching,Yancheng Institute of Technology,Yancheng,Jiangsu 224051,China 3.College of Information Engineering,Yancheng Institute of Technology,Yancheng,Jiangsu 224051,China;Intelligent optimization algorithm for clustering analysis[J];Computer Engineering and Applications;2009-19
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
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8 Ning Aibing Ma Liang(College of Management ,University of Shanghai for Science and Technology,Shanghai200093);Competitive Decision Algorithm for Minimum Ratio Traveling Salesman Problem[J];Computer Engineering and Applications;2005-11
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10 NING Aibing, MA Liang (College of Management, Shanghai University of Science and Technology, Shanghai 200093);Competitive Decision Algorithm for Large-scale TSP[J];Computer Engineering;2005-09
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