Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Northeast Normal University (Natural Science Edition)》 2003-02
Add to Favorite Get Latest Update

Research for the classifiers based on Bayesian networks

ZHOU Yanjun1,WANG Shuangcheng2,WANG Hui1, (1.Department of Computer Science,Northeast Normal University,Changchun 130024,China; 2.Institute of Computer Science and Technology,Jilin University,Changchun 130025,China)  
The classification is an important and basic ability for human obtained by learning.It has been considered as a key research area in machine learning,pattern recognition and data mining.In this paper,the representative classifiers in Bayes classifier family are studyed.They are naive Bayesian classifiers,Bayesian network classifiers and tree augmented naive Bayesian classifiers .They are also important members in whole classifier family.It is proved that a TAN classifier is optimal in tree classifiers.
【Fund】: 科学技术部国家软科学研究项目(Z99015)
【CateGory Index】: TP183
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【References】
Chinese Journal Full-text Database 10 Hits
1 Li Na (Beijing Polytechnic College,Beijing 100042,China);Application of Bayesian Classifier[J];Journal of Beijing Polytechnic College;2008-02
2 Chen Xue 1,2) Dai Qin 2) Ma Jianwen 2) Li Xiaowen 1,2) ( 1)The department of Geography, Beijing Normal University, 100875, Beijing, China; 2)Institute of Remote Sensing Applications, CAS, 100101, Beijing, China);APPLICATION OF BAYESIAN NETWORK CLASSIFICATION TO REMOTE SENSING CHANGE DETECTION[J];Journal of Beijing Normal University(Natural Science);2005-01
3 WANG Hui~1,WANG Shuang-cheng~2,ZHOU Yan-jun~1,ZHANG Jian-fei~1 (1.Department of Computer Science,Northeast Normal University, Changchun 130024,China; 2.Department of Computer Science and Technology,Jilin University,Changchun 130025,China);Research on the method of processing empty value based on generalized naive Bayes classifiers[J];Journal of Northeast Normal University (Natural Science Edition);2004-01
4 ZHANG Bang-zuo~(1,2),WANG Hui~1,ZHANG Jian-fei~1,ZUO Wan-li~2(1.College of Computer,Northeast Normal University,Changchun 130024,China;2.Institute of Computer Science and Technology,Jilin University,Changchun 130025,China);Learning discrete Bayesian network structures from data:based on kernel variables[J];Journal of Northeast Normal University (Natural Science Edition);2005-04
5 Zhang Bing-li,Pei Ya-hui(School of Electronic and Information Engineering,Henan University of Science & Technology,Luoyang Henan 471003);Summary of Bayesian Network[J];Computer and Information Technology;2008-05
6 Dai Qin Ma Jian-wen Li Qi-qing Chen-Xue Feng Chun (Institute of Remote Sensing Applications,CAS,Beijing 100101,China) (Department of Resources and Environment Science,Beijing Normal University,Beijing100875,China) (Institute of Land Resources and High Techniques,China University of Geosciences,Beijing 100083,China);The Study on Remote Sensing Data Classification Using Bayesian Network[J];Journal of Electronics and Information Technology;2005-11
7 CHENG Ze-kai~1,LIN Shi-min~1,LU Yu-chang~2,JIANG Wang-dong~1,LU Xiao-yi~1 (1.Computer Science Department, Guangxi Normal University, Guilin541004,China; 2.Computer Science & Technology Department, Tsinghua University, Beijing100084,China);MBNC: The Experiment Platform for Bayesian Classifiers Based on Matlab[J];Journal of Fudan University;2004-05
8 DAI Qin~1, MA Jian-wen~1, CHEN Xue~(1,2),LIU Jian-ming ~1,WANG Er-he~3 (1.Laboratory of Remote Sensing Sciences, Institute of Remote Sensing Applications, CAS, Beijing 100101, China; 2. School of Geology, Beijing Normal University, Beijing 100875, China; 3. Airborne Remote Sensing Center, Institute of Remote Sensing Applications, CAS, Beijing 100101, China);THE APPLICATION OF THE BAYESIAN NETWORK METHOD TO AIRBORNE DATA CLASSIFICATION[J];Remote Sensing For Land & Resources;2005-01
9 TAO Jian-bin,SHU Ning(School of Remote Sensing and Information Engineering,Wuhan University,Wuhan 430079,China);A STUDY OF THE RESTRICTED BAYESIAN NETWORK IN THE INTERPRETATION OF REMOTE SENSING IMAGES[J];Remote Sensing for Land & Resources;2009-02
10 ;Mobile phone user identification model and application[J];Popular Science & Technology;2014-11
【Citations】
Chinese Journal Full-text Database 2 Hits
1 WANG Hui (Department of Computer Science,Northeast Normal University,Changchun,130024);The Bayesian network of being used supporting decision[J];Journal of Northeast Normal University (Natural Science Edition);2001-04
2 WANG Hui (Department of Computer Science,Northeast Normal University,Changchun 130024,China);The Bayesian network of being used forecasting[J];Journal of Northeast Normal University (Natural Science Edition);2002-01
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 FAN Sheng-wan,WANG Hao(Sch.of Comp.& Info.,Hefei University of Technology,Hefei 230009,China);Empirical study on bayesian networks in english ability test in higher vocational college[J];Journal of Anhui University of Technology and Science(Natural Science);2007-04
2 FAN Sheng-wan(School of Computer Science and Information,Anhui Business Vocational College,Hefei 230009,China);Research on Bayesian Network Classification Models and its Application in Education[J];Journal of Anhui Institute of Architecture & Industry(Natural Science);2008-01
3 TLAN Zi-De (Mathematics Department,BaiCheng Normal College,BaiCheng 137000,China);The Bayes Assessment of the Students' Independent Learning under Network Environment[J];Journal of Baicheng Normal College;2007-06
4 CHEN Jingnian1,2,HUANG Houkuan1,YANG Liping1,2,TIAN Fengzhan1 (1.School of Computer and Information Technology,Beijing Jiaotong University, Beijing 100044,China;2.Dept.of Information and Computing Science,Shandong University of Finance,Jinan,250014,China);Distribution-Based Selective Classifiers for Incomplete Data[J];Journal of Beijing Jiaotong University;2008-02
5 CHEN Jingnian1,HUANG Houkuan2,XU Li3,YIN Chuanhuan2(1.Dept.of Information and Computing Science,Shandong University of Finance,Jinan Shandong,250014,China;2.School of Computer and Information Technology,Beijing Jiaotong University, Beijing 100044,China;3.Jinan Road Management Bureau,Jinan Shandong 250013,China);Constructing Hybrid Selective Classifiers for Incomplete Data with Gain-Ratio[J];Journal of Beijing Jiaotong University;2009-05
6 WANG Zhongfeng,WANG Zhihai,FU Bin(School of Computer and Information Technology,Beijing Jiaotong University, Beijing 100044,China);Experimental investigation of discriminative parameter learning strategy on restrictive Bayesian networks[J];Journal of Beijing Jiaotong University;2011-02
7 Yang Youlong Wu Yan (Department of Applied Mathematics, Xidian University, Xi'an, 710071);METRIC IN BAYESIAN NETWORKS BASED ON THE EVOLUTIONARY ALGORITHM[J];Acta Armamentarii;2004-05
8 LI Kaican GENG Zhi (School of Mathematics,Peking University,Beijing,100871);Three Patterns of Conditional Independenceand Their Mutual Relationships[J];Acta Scicentiarum Naturalum Universitis Pekinesis;2002-05
9 XU Jing ZHENG Zhongguo (School of Mathematical Sciences,Peking University,Beijing,100871);The Structure and Determination of the Set of Reversible Edges in a Directed Acyclic Graph[J];Acta Scicentiarum Naturalum Universitis Pekinesis;2003-01
10 Luo Fan (Management School, Wuhan University of Technology, Wuhan 430070, China) Chen Xiaojia (Transportation School, Wuhan University of Technology, Wuhan 430070, China) (School of Logistic Engineering, Wuhan University of Technology, Wuhan 430070, China);Formation mechanism analysis of aviation calamity based on Bayesian network[J];Journal of Beijing University of Aeronautics and Astronautics;2005-08
China Proceedings of conference Full-text Database 10 Hits
1 Cheng Zekai,Qin Feng School of Computer Science.Anhui University of Technology,Maanshan 243002.China.;BNC Structure Learning:G2 Algorithm based Heuristic[A];[C];2005
2 Yang Bo,Qin Feng,Cheng Zekai School of Computer Science Anhui University of Technology,Ma'anshan,243002,Department of Computer Science Tonghua Teachers College,Tonghua,134002;A New Measure in Classification Learning System[A];[C];2005
3 Zhao Yueling 1,Wang Yingli 2 1.College of Information Science and Engineering,Liaoning University of Technology,Jinzhou 121001,P.R.China 2.Jinzhou Petrochemical Engineering Construction Supervision Company,Jinzhou121001,P.R.China;Decision Rules Analysis for Induction Motor Fault Diagnosis Based on Rough Set Theory[A];[C];2008
4 Liu Weiwei,Mu Ping’an,Dai Shuguang,Wang Shijun University of Shanghai for Science and Technology,Shanghai 200093,P.R.China;Gas Thickness On-line Monitoring Instrument Design Based on BP Neural Network[A];[C];2008
5 ZHU Jinlin,ZHANG Zhengdao~* The Key Laboratory of Advanced Process Control for Light Industry,Ministry of Education,Jiangnan University,Wuxi 214122, P.R.China;Fault Diagnosis Based on Bayesian Networks for the Data Incomplete Industrial System[A];[C];2011
6 LiuZhen, Dai Jin-jin, Wang Yi (Naval Aeronautical Engineering Academy Institute,ShanDong Yantai 264001);Inference and Algorithm for te Dynamic Bayesian Network[A];[C];2006
7 Yangu Zhang1,Ming Yao2, Bin Shen2 1 (School of Computer Science & Engineering, Wenzhou University, Wenzhou, Zhejiang 325027) 2 (School of Computer,Zhejiang University,Hangzhou,Zhejiang 310028);A Recursive Method of Learning Bayesian Network for Rule Extraction Based on Information Theory[A];[C];2005
8 Lanchun Li is with the School of Foreign Studies,Shanghai Lixin University of Commerce,Shanghai,China,201620 Shuangcheng Wang is with School of Mathematics and Information,Shanghai Lixin University of Commerce,Shanghai,China,201620 Cuiping Leng is with School of Mathematics and Information,Shanghai Lixin University of Commerce,Shanghai,China,201620;The Intelligent Methods for Teaching Quality Comprehensive Assessment[A];[C];2011
9 LI Bin-bin,YI Bao-lin,LUO Le,LIU Wen-jiao Department of computer science,Hua Zhong Normal University,Wuhan,430079;A Comparative Research Based of Spectrum feature extraction In Information Resource Science[A];[C];2009
10 Li HaiJun~1; Wang Zhengxuanz~2; Wang Limin~2; Yuan Senmiao~2 1(School of Computer, Yantai University, Yantai 264005, China)2(College of Computer Science and Technology,Jilin University, Changchun 130012, China);Improving Performance of Naive Bayes by Principal Component Analysis[A];[C];2004
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 XU Yu-ye,WANG Quan-feng (Department of Civil Engineering,National Huaqiao University,Quanzhou 362011,China);Structural optimization based on hopfield neural networks[J];Building Science Research of Sichuan;2002-02
2 ZHANG Yan-ping (Educational Department Key Laboratory of Intelligent Computing & Signal Processing,Anhui University, Hefei 230039,China);A repeated cover algorithm of achieving characteristic rule[J];Journal of Anhui University(Natural Sciences);2002-02
3 WANG Hua~(1,2),HU Xue-gang~1(1.School Computer & Information,Hefei University of Technology,Hefei 230009,China;(2.Computer Center,Anhui Medical University,Hefei 230032,China);The application of the data mining based on association rules in the clinic[J];Journal of Anhui University(Natural Sciences);2006-02
4 Chen Zhengguang Cai Deli(HLJ August First Land Reclamation University);Application of Fuzzy Matter Element Analysis to Cultivated Land Evaluation[J];Anhui Agricultural Science Bulletin;2008-11
5 LAN Wei-juan et al(Vehicle & Motive Power Engineering College,Henan University of Science & Technology,Luoyang,Henan 471003);Decision-making Method for Variable-rate Fertilization Based on RBF Neural Network[J];Journal of Anhui Agricultural Sciences;2007-21
6 WANG Zhan-zhong et al (Department of Computer Science and Information Engineering,Anyang Institute of Technology,Anyang,Henan 455000);Study on Java-based Intelligent Decision System for Crop Grey Breeding[J];Journal of Anhui Agricultural Sciences;2008-13
7 WANG Juan et al(College of Urban and Resources Environment,Yancheng Teachers University,Yancheng Jiangsu 224001);Application of the Integration of GIS and SDM in Agriculture[J];Journal of Anhui Agricultural Sciences;2008-29
8 RAN Li-jun,LIU Mao(Urban Public Safety Research Center,Nankai University,Tianjin 300071,China);Effects of crowded people density on crushing fatalities[J];Journal of Safety and Environment;2007-04
9 LUO Zhi-Zao,ZHOU Ying-wu,ZHENG Zhong-kai(Department of electronic engineering,Minjiang University,Fuzhou 350108,China);Optimizing Algorithm of Labeling Connected Components in Binary Images[J];Journal of Anqing Teachers College(Natural Science Edition);2010-04
10 ZHANG Hong_yun,SHI Yang,MA yuan(School of Computer Science and Engineering,Anshan Institute of I.& S.Technology,Anshan 114002,China);Comparison of Clustering Methods in Data Mining[J];Journal of Anshan Institute of Iron and Steel Technology;2001-05
China Proceedings of conference Full-text Database 2 Hits
1 YANG Lin, CHENG Dao-lai, GUAN Lei, GUO Jian-xiang, YI Chui-jie ( Civil Aviation Safety Technical Center of CAAC, Beijing 100028, China) ( College of Power Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China) ( Qingdao Technological University, Qingdao 266033, China);Wavelet Analysis of Switch Sound Based on Cockpit Voice Recorder[A];[C];2006
2 Wang Meng Zhang Chunyu Wang Lin Jiao Weiyun Zhao Li (Research Institute of Highway the MOC,Beijing,100088);Research on the technology of driving fatigue detection based on multi-source data fusion[A];[C];2006
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 DONG Wei et al(College of Information and Technology Science,Jilin Agriculture University,Changchun,Jilin 130118);Study on the Management Division Methods in Precision Agriculture[J];Journal of Anhui Agricultural Sciences;2011-17
2 TANG Li-jian, HUANG De-yong (Faculty of Land and Resources, Kunming University of Science and Technology, Kunming 650093, China);Accident analysis of explosion risk in explosive storerooms based on dynamic Bayesian network[J];Journal of Safety and Environment;2010-06
3 Li Na (Beijing Polytechnic College,Beijing 100042,China);Application of Bayesian Classifier[J];Journal of Beijing Polytechnic College;2008-02
4 ZHENG Heng~1,WU Qi-zong~1,WANG Pei-lan~2,SHI Ai-fen~(1,3)(1.School of Management and Economics,Beijing Institute of Technology,Beijing 100081,China;2.School of Mechatronic Engineering,Beijing Institute of Technology,Beijing 100081,China;3.System Engineering Institute,China North Industries Group,Beijing 100089,China);Application of Bayesian Networks to Safety Assessment in Pyrotechnics Systems[J];Acta Armamentarii;2006-06
5 LU Wen-xi,LUO Jian-nan,BAO Xin-hua College of Environment and Resources,Jilin University,Changchun 130026,China;Application of Bayesian Network in Water Resource Management[J];Journal of Jilin University(Earth Science Edition);2011-01
6 XU Li1,CAI Fangkai1,CHEN Xiaofeng2 ( 1.Communication Engineering Department,Chengdu Electromechanical College,Chengdu 610071,China; 2.School of Electrical Engineering,Southwest Jiaotong University,Chengdu 610031,China );On the Vehicle and Pedestrian Identification with Bayesian Classifier in Intelligent Traffic System[J];Journal of Chengdu Electromechanical College;2011-01
7 LIN Yan,ZHU Jian-jun(Department of Surveying and Geo-informatics,Central South University,Changsha 410083,China);Research on massive remote sensing image visualization based on semantic similarity[J];Science of Surveying and Mapping;2009-06
8 QIAO Shuang,DONG Zhi-hong (Department of Physics,Northeast Normal University,Changchun 130024,China);A method of choosing BP network's initial weights[J];Journal of Northeast Normal University (Natural Science Edition);2004-03
9 DAI Qin,LIU Jian-bo (Center for Earth Observation and Digital Earth,CAS,Beijing 100086,China);Study on the multi-feature remote sensing data classification based on ACO rule mining algorithm[J];Geographical Research;2009-04
10 LEI Na,ZHOU Yu-hui,WANG Rong-rong(Electric Engineering Department,Beijing Jiaotong University,Beijing 100044,China);Reliability Assessment of Complex Distribution Network Basing on Bayesian Network[J];Proceedings of the Chinese Society of Universities for Electric Power System and its Automation;2009-01
China Proceedings of conference Full-text Database 4 Hits
1 Cheng Zekai,Qin Feng School of Computer Science.Anhui University of Technology,Maanshan 243002.China.;BNC Structure Learning:G2 Algorithm based Heuristic[A];[C];2005
2 Ma Haijun Huang Deyong Tang Lijian {Kunming University of Science and Technology);The Study of Goaf Roof Accident Dynamic Bayesian Model[A];[C];2010
3 Liang Huang,Yuanmin Fang,Xiaoqing Zuo and Xueqin Yu Faculty of Land Resource Engineering,Kunming University of Science and Technology, 68 Wenchang Road,12.1 Street,650093 Kunming,Yunnan,China;An Object-Level Approach Improved by Quadtree to Dynamic Monitoring of Mining Area Expansion[A];[C];2013
4 XIA Yun;KONG Ganggang;LIU Chong;Department of Computer Science,China University of Geosciences;;Application of NBTree based on CFS and GA to oil and water bed identification[A];[C];2014
【Secondary Citations】
Chinese Journal Full-text Database 3 Hits
1 QIU Hong bing, ZHANG Bao xue (Department of Mathematics, Northeast Normal University, Changchun 130024, China);On the mixed model and the relations between the estimators under its reduced models[J];JOURNAL OF NORTHEAST NORMAL UNIVERSITY (NATURAL SCIENCE EDITION);2000-03
2 WANG Hui (Department of Computer Science,Northeast Normal University,Changchun,130024);The Bayesian network of being used supporting decision[J];Journal of Northeast Normal University (Natural Science Edition);2001-04
3 Zhang Baoxue Shi Ningzhong Li Xin (Department of Mathematics, Northeast Normal University, Changchun,130024);One-Sided Estimating and Testing Problems from Grouped Samples[J];JOURNAL OF NORTHEAST NORMAL UNIVERSITY (NATURAL SCIENCE EDITION);1999-02
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved