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《Systems Engineering and Electronics》 2011-11
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Bayesian network structure learning based on restricted particle swarm optimization

DI Ruo-hai,GAO Xiao-guang (School of Electronic of Information,Northwestern Polytechnical University,Xi'an 710129,China)  
The Bayesian network structure learning is one of the main research technologies in the field of data mining and knowledge discovery,while the search space of the network structure is relatively bigger,some proposed algorithms have some defects that the convergent speed is slow and the accuracy is poor.A kind of information theory combining particle swarm optimization algorithm is put forward,which uses mutual information to limit particle initialization,and makes the particle swarm optimization algorithm converge in a relatively short period of time,then an ASIA network is applied as the simulation model and the proposed algorithm is compared with K2 algorithm.Experimental results show that the proposed algorithm can rapidly and accurately get Bayesian network structures.
【Fund】: 国家自然科学基金(60774064)资助课题
【CateGory Index】: TP183
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Chinese Journal Full-text Database 5 Hits
1 Chen Haiyang,Gao Xiaoguang,Fan Hao (School of Electronics and Information,Northwestern Polytechnical University,Xi’an 710129,China);Inference Algorithm of Variable Structure DDBNs and Multi-target Recognition[J];Acta Aeronautica Et Astronautica Sinica;2010-11
2 Xu Lijia1,2) Huang Jianguo1) Wang Houjun1) Long Bing1) 1)(School of Automation Engineering,University of Electronic Science and Technology of China,Chengdu 610054) 2)(School of Information & Engineering Technology,Sichuan Agriculture University,Yaan 625014);Hybrid Optimized Algorithm for Learning Bayesian Network Structure[J];Journal of Computer-Aided Design & Computer Graphics;2009-05
3 WANG Shuang-cheng~1,WANG Hui~2,XU Guang-lin~(1a) (1a.School of Mathematics and Information,1b.Opening Economy and Trade Research Center,Shanghai Lixin University of Commerce,Shanghai 201620,China;2.School of Information Engineering,The Central University for Nationalities,Beijing 100081,China.;Learning dynamic Bayesian network structure with transfer variables[J];Control and Decision;2010-11
4 XIN Yu-lin,DU Lin-lin,XU Shi-you,CHEN Zeng-ping (Automatic Target Recognition Key Laboratory,National University of Defense Technology,Changsha 410073, China.;Friend-or-foe fusion identification algorithm based on Bayesian network using random fuzzy theory[J];Control and Decision;2011-03
5 HU Wang+, LI Zhi-Shu (School of Computer Science and Engineering, Sichuan University, Chengdu 610065, China);A Simpler and More Effective Particle Swarm Optimization Algorithm[J];Journal of Software;2007-04
Chinese Journal Full-text Database 10 Hits
1 PENG Li,DU Jia-ping(School of Communication and Control Engineering,Jiangnan University,Wuxi 214122,China);Consensus closeness degree information fusion algorithm based on modified particle swarm optimization[J];Transducer and Microsystem Technologies;2011-01
2 CHEN Sa,WU Yiquan School of Information Science and Technology,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China;Multi-source Remote Sensing Image Matching Based on Contourlet-domain Hausdorff Distance and Particle Swarm Optimization[J];Acta Geodaetica et Cartographica Sinica;2010-06
3 LI Ming,ZHANG Yong,LI Jun-quan,ZHANG Ya-fen (School of Computer and Communication, Lanzhou University of Technology Lanzhou 730050);Application of Improved PSO-SVM Approach in Speaker Recognition[J];Journal of University of Electronic Science and Technology of China;2007-06
4 XU Chuan-min,YANG Hong-geng(School of Electrical and Information,Sichuan University,Chengdu 610065,China);Chaotic Simple Particle Swarm Optimization Algorithm for Voltage Fluctuation Measurement[J];Proceedings of the Chinese Society of Universities for Electric Power System and its Automation;2009-03
5 Gong Minglang(Fujian Special Equipment Inspection Institute,Fuzhou 350003,Fujian,China);Application of PSO and Time-Based Sequence Analysis in Intrusion Detection[J];Quality and Technical Supervision Research;2010-06
6 ZHAO Zhi-gang,CHANG Cheng(College of Computer,Electronics and Information,Guangxi University,Nanning 530004,China);A simplified adaptive particle swarm optimization algorithm[J];Journal of Guangxi University(Natural Science Edition);2010-05
7 WU Xiao-jun1,2,YANG Zhan-zhong2,ZHAO Ming2(1.School of Computer Science,Shaanxi Normal University,Xi'an,Shaanxi 710062,China;2.College of Automation,Northwestern Polytechnical University,Xi'an,Shaanxi 710072,China);A Uniform Searching Particle Swarm Optimization Algorithm[J];Acta Electronica Sinica;2011-06
8 ZHAO Yuea,RU Ting-tingb(a.School of Computer Science and Technology;b.Department of Basic Science,Jilin Institute of Architecture and Civil Engineering,Changchun 130118,China);Research on structure learning of Bayesian network[J];Journal of Changchun University;2011-06
9 ZHANG Ran,LIU Bin(School of Mathematics and Computer Science,Hubei University,Wuhan 430062,China);An improved image registration method based on wavelet decomposition and hybrid optimization[J];Journal of Hubei University(Natural Science);2008-03
10 HUANG Ya-fei1,LIU Wei-ming2(1.College of Electric and Information Engineering,Changsha University of Science andTechnology,Changsha 410076,China;2.College of Traffic and Communications,South China University of Technology,Guangzhou 510641,China);Multiple vehicle classes reserve capacity model and algorithm for urban transportation network[J];Journal of Changsha University of Science & Technology(Natural Science);2008-02
China Proceedings of conference Full-text Database 1 Hits
1 Tang Jing Institute of Electrical and Information Engineering Anhui University of Science and Technology Huainan,Anhui232001,China Huang You-Rui,Tian Xiao-Min,Tang Chao-Li Institute of Electrical and Information Engineering Anhui University of Science and Technology Huainan,Anhui232001,China;The Tuning of PID Controller Parameters Based on Particle Swarm—Ant Colony Optimization Algorithms[A];[C];2010
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 KE Jing1, QIAN Ji-xin2, QIAO Yi-zheng1 (1. School of Control Science and Engineering, Shandong University, Jinan 250061, China; (2. Institute of Systems Engineering, Zhejiang University, Hangzhou 310027, China );A Modified Particle Swarm Optimization Algorithm[J];Journal of Circuits and Systems;2003-05
2 L Zhen-su,HOU Zhi-rong (School of Information Science and Engineering,Lanzhou University,Lanzhou,Gansu 730000,China);Particle Swarm Optimization with Adaptive Mutation[J];Acta Electronica Sinica;2004-03
3 Lü Guo-yun① Jiang Dong-mei① Zhang Yan-ning① Zhao Rong-chun① H Sahli② Ilse Ravyse② W Verhelst② ①(Northwestern Polytechnical University, School of Computer Science, Xi’an 710072, China) ②(Vrije Universiteit Brussel, Department ETRO, Brussel B-1050, Belgium);DBN Based Multi-stream Multi-states Model for Continue Audio-Visual Speech Recognition[J];Journal of Electronics & Information Technology;2008-12
4 WANG Mao-lu, LI Shao-hong (203# Research Group, Beijing University of Aeronautics & Astronautics, Beijing\ 100083, China);STEPPED-FREQUENCY MONO-PULSE RADAR 2-D IMAGING & ITS USE IN TARGET RECOGNITION[J];Acta Aeronautica Et Astronautica Sinica;2001-S1
5 MU Rong-jun,HAN Peng-xin,CUI Nai-gang(Department of Astronautics Engineering,Harbin Institute of Technology,Harbin 150001,China.);Multi-sensor information fusion method based on dynamic Bayesian networks[J];Control and Decision;2009-09
6 PAN Quan YU Xin CHENG Yong Mei ZHANG Hong Cai (Department of Automatic Control , Northwestern Polytechnical University, Xi′an 710072);Essential Methods and Progress of Information Fusion Theory[J];;2003-04
7 DU You-Tian1 CHEN Feng1 XU Wen-Li1 1. Department of Automation, Tsinghua University, Beijing 100084;Approach to Human Activity Multi-scale Analysis and Recognition Based on Multi-layer Dynamic Bayesian Network[J];Acta Automatica Sinica;2009-03
8 WANG Shuang-Cheng+, YUAN Sen-Miao (College of Computer Science and Technology, Jilin University, Changchun 130025, China);Research on Learning Bayesian Networks Structure with Missing Data[J];Journal of Software;2004-07
9 HE Ran1+, WANG Yong-Ji1,2, WANG Qing1, ZHOU Jin-Hui1, HU Chen-Yong1 1(Laboratory for Internet Software Technologies, Institute of Software, The Chinese Academy of Sciences, Beijing 100080, China) 2(Laboratory of Computer Science, Institute of Software, The Chinese Academy of Sciences, Beijing 100080, China);An Improved Particle Swarm Optimization Based on Self-Adaptive Escape Velocity[J];Journal of Software;2005-12
10 QIAN Hanming1,2, WANG Weice1, RONG Yingjiao2 (1. PLA university of Science & Technology, Nanjing 210007,China; 2. The First Engineers Scientific Research Institute of the General Armaments Department,Wuxi 214035,China);Acoustic Feature Extraction and Identification for Jet Aircraft[J];Journal of Detection & Control;2003-03
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