Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《SYSTEMS ENGINEERING-THEORY & PRACTICE》 1999-04
Add to Favorite Get Latest Update

A Rough Set Approach to BP Neural Network Designing

LI Yongmin\ ZHU Shanjun\ CHEN Xianghui\ HAN Zengjin\ SUN Zengqi (Department of Automation, Tsinghua University, Beijing 100084)  
A designing method for BP neural networks based on rough set theory is presented in this paper. Rough set theory has a powerful capability for qualitative analysis, while BP neural networks can approach most problems with a much satisfying accuracy. By combining those advantages of the two theories, we can construct a kind of neural network with good understandability, simple computation and exact accuracy. The key idea of the learning algorithm for the proposed neural network is as follows: find a set of rules from the given training data by using Rough Set theory, construct the neurons in the hidden layers according to those rules, and then learn the arguments of the neural network with BP algorithm. The proposed neural network model has five layers: the first and the last layers represent input and output variables; the second layer stands for the discretization of input variables, and the fourth layer for discretization of output variables; each node in the third layer denotes a rule found by rough set theory, whose connections to the nodes of adjacent layers are determined by the conditions and conclusions of the rule. An example with satisfying results is also presented in this paper.
【Fund】: 国家自然科学基金
【CateGory Index】: TP18
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 9 Hits
1 ;Study of Integrating Rough Set and Neural Networkon Data Mining[J];Journal of Information;2007-05
2 ZHANG Rui,WU Cheng dong (Faculty of Automatic Control,Shenyang Arch.And Civ.Eng.Univ.,Shenyang,110015,China);Some Recent Progress in Robotic Intelligent Control[J];Journal of Shenyang Architectural and Civil Engineering Institute;2003-01
3 SUN Quan-ling~1,HU Ping~2 (1.Computer and Information Dept.,Anhui Institution of Architecture & Industry,Hefei 230022,China;2.Coll.of Information Eng.,Nanjing Univ.of Techn.,Nanjing 210009,China);Application of Intelligent Fault Diagnosis Technique Based on NN and Rough Set[J];Microcomputer Development;2005-12
4 FANG Shi-hong, LIU Yu-ping ( School of Computer Science & Technology, Southwest University for Nationalities, Chengdu 610041, P. R. C. );A review on data mining methods based on neural networks[J];Journal of Southwest University for Nationalities(Natural Science Edition);2007-04
5 ZHAO Wei dong 1, LI Qi hao 2 (1.School of Management, Fudan University, Shanghai 200433, China; 2.College of Mechanics and Automobile, Hefei University of Technology, Hefei 230009, China);Application of rough set to data mining: An Overview[J];Journal of Systems Engineering;2002-04
6 ZHAO Wei dong\+1, CHEN Guo hua\+2 (1.School of Management, Fudan University, Shanghai 200433, China; 2.Management Science and Engineering Institute, Nanjing University, Nanjing 210093, China);A Survey for the Integration of Rough Set Theory With Neural Networks[J];Systems Engineering and Electronics;2002-10
7 Qiao Bin Guo Zhijiang Jiang Jingping (College of Electric Engineering, Zhejiang University, Hangzhou 310027,China);The Hierarchical Classification Method Based on the Rough Set Theory and BP Neural Network[J];Chinese Journal of Scientific Instrument;2003-01
8 NI Ming, XU Fu-yuan(School of management, University of Shanghai for Science and Technology, Shanghai 200093, China);Extended AHP Method in Virtue of Rough Sets Theory Based on GA[J];Journal of Applied Sciences;2005-05
9 LING Wei-ye, JIA Min-ping, XU Fei-yun, HU Jian-zhong, ZHONG Bing-lin (Department of Mechanical Engineering, Southeast University, Nanjing 210096, China);OPTIMIZING STRATEGY ON ROUGH SET NEURAL NETWORK FAULT DIAGNOSIS SYSTEM[J];Proceedings of the Csee;2003-05
China Proceedings of conference Full-text Database 3 Hits
1 DAI Jianpeng,DuXuexin,WEI Zhensheng Department of Optics and Electronics,Ordnance Engineering College of Shijiazhuang,China 050003;Fault Diagnosis Based on the Combination of Rough Set and Artificial Neural Network on Radar Equipment[A];[C];2007
2 WANG Gang, ZHANG Zhi-yu (Institute of Automation and Information Engineering, Xi'an University of Technology, Xi'an 710048, China; Communication and Automation of Command Section, The PLA Xi'an Communication Institute, Xi'an 710106, China.;Study on Rough Set Application in Data Fusion[A];[C];2006
3 Ma Yuliang Zhao Guangzhou;Research on Rough Set Theory and Its Applications In Engineer[A];[C];2002
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 Cheng Yan and Huang Tiyun (Management School,Harbin Institute of Technology,Harbin 150001);A Method of Rough Set Oriented Data Mining in Information System[J];Journal of The China Society For Scientific and Technical Information;2001-01
2 Zhang Xinhong (School of Management,Tianjin University,Tianjin 300072);A Neural Network Synthetic Evaluation Method for the Investing Risk of the High-Technical Projects[J];Journal of The China Society For Scientific and Technical Information;2001-05
3 Li Renpu and Wang Zheng'ou (Institute of Systems Engineering,Tianjin University,Tianjin 300072);An Approach of Data Mining Based on Rough Set and Neural Network[J];Journal of The China Society For Scientific and Technical Information;2002-06
4 Yang Jianlin, Deng Sanhong and Su Xinning (Department of Information Management, Nanjing University, Nanjing 210093);A measure of Association Rule Interestingness[J];Journal of The China Society For Scientific and Technical Information;2003-04
5 Wu Helei & Zhu Shan'an Zhejing University,Hangzhou 310027;Car Fault Diagnosis System Based on FNN and Rule-based Inference[J];Automotive Engineering;2003-06
6 An Liping,Liu Xihua,Wu Yuhua (School of Management,Tianjin University,Tianjin 300072,China);AN APPROACH TO RULE GENERATION BASED ON ROUGH SET THEORY IN INCONSISTENT DECISION SYSTEM[J];Journal of Qingdao University Engineering & Technology Edition;2002-01
7 Gong Yuxi (Dept.Of Computer Engineering,QIAE) Li Baolin (Nankai University,Tianjin);The Application of Rough Set Theory in Strategies of Stock Investement[J];Journal of Qingdao Institute of Architecture and Engineering;2001-01
8 LIU Song ①, XU Shi_yuan ② (①Landscape Science & Tourism Department Tongji University, 200092,Shanghai; ②Remote Sensing Open Lab of City & Environment Archeology, East China Normal University, 200062,Shanghai);THE APPLICATION OF GIS IN TOURISM MANAGEMENT AND DEVELOPMENT[J];JOURNAL OF QUFU NORMAL UNIVERSITY(NATURAL SCIENCE);2000-02
9 HU Keyun, LU Yuchang, SHI Chunyi (Department of Computer Science and Technology, Tsinghua University, Beijing 100084, China);Advances in concept lattice and its application[J];JOURNAL OF TSINGHUA UNIVERSITY(SCIENCE AND TECHNOLOGY);2000-09
10 HU Keyun, LU Yuchang, SHI Chunyi(Department of Computer Science and Technology, Tsinghua University, Beijing 100084, China);Advances in rough set theory and its appliations[J];Journal of Tsinghua University(Science and Technology);2001-01
China Proceedings of conference Full-text Database 1 Hits
1 Lan Yong Peng Yongxing(Informatics College of Zhongnan University of Economics & Law, Wuhan 430064);Combination Evaluation Research on Informatization Degree in Regional Economy[A];[C];2001
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 HU Hai-feng,ZHAO Kai(Pingdingshan University,Pingdingshan,Henan 467002,China);A Study on Data Mining Technology Based on BP Neural Network[J];Journal of Pingdingshan University;2008-02
2 Liu Yuxian Gu Chen (Information Research Center of Shanghai University,Shanghai 201800);Challenges and Chances Faced by Information Organization in the Chaotic Information Space[J];Information Science;2004-06
3 Yun Qiaoyun and Cheng Gang (Department of Economic Information Management, Anhui University of Fin ance & Economics,Anhui Bengbu 233041);Outline on Chinese Research of Data Mining in Resent Years[J];Journal of The China Society For Scientific and Technical Information;2005-02
4 LI Ling-peng (The Missile Institute of Air Force Engineering University,Sanyuan 713800, China);Applying Neural Network to the Type Identification Based on Rough Set[J];Intelligence Command Control and Simulation Technigues;2005-01
5 ;Study of Integrating Rough Set and Neural Networkon Data Mining[J];Journal of Information;2007-05
6 CHEN Ling,LIU Wen-qi,ZHANG Zhen-liang(College of Mathematics & Physics,Kunming University of Science and Technology,650093,Kunming,Yunnan,PRC);Property of Fuzzy Rough Ideals in Fuzzy semigroups[J];Journal of Qufu Normal University(Natural Science);2007-01
7 LI Xiao-feng,Xu Jiu-ping,HE Chang-zheng (School of Business and Administration, Sichuan University, Chengdu 610064, China);Self-organizing Model of the Development of Sichuan's Macroeconomic Economy[J];Journal of Sichuan University (Natural Science Edition);2003-06
8 LIU Zai-xin1,WANG Jin-ge1,WANG Qiang1,ZHANG Jun-fu1,XIANG Zhong-fan1(1.School of Mechanical Engineering and Auto Mation,Xihua University,Chengdu 610039 China;2.School of Manufacturing Sciences and Engineering,Sichuan University,Chengdu 610065 China);Research on MiroSot Soccer Robot System[J];Journal of Xihua University(Natural Science Edition);2009-04
9 QIAO Shao-jie1,TANG Chang-jie1,HAN Nan2,PENG Jing3,LI Chuan1,QIU Jiang-tao1,JIANG Yong-guang2(1.School of Computer Sci.,Sichuan Univ.,Chengdu 610065,China;2.School of Chinese Basic Medicine,Chengdu Univ.of T.C.M,Chengdu 610075,China;3.School of Electronics Eng.and Computer Sci.,Peking Univ.,Beijing 100871,China);Prescription Effect Reduction Algorithm Based on Fuzzy Neural Network[J];Journal of Sichuan University(Engineering Science Edition);2008-02
10 WU Jie~(1),SHU Chang~(2),MO Zhi-wen~(1)(1.College of Mathematics and Software Science,Sichuan Normal University,Chengdu 610066,Sichuan;2.College of Information Manage,Chengdu University of Technology,Chengdu 610059,Sichuan);Rough Fuzzy Neural Network Based on the Interval Value Reasoning[J];Journal of Sichuan Normal University(Natural Science);2006-03
China Proceedings of conference Full-text Database 5 Hits
1 XIE Chun-ping FENG Jie WANG Hui-feng SU Xu-zhong YANG Li-li HUANG Jing-quan (Textiles and Clothing School,Southern Yangtze University,Wuxi,Jiangsu 21419.2,China);The study of wool-spun color matching system based on artificial nerve network[A];[C];2006
2 ;Analysis the factors affect the energy saving dwelling houses based on rough set[A];[C];2008
3 Li Mengxin~(1,2) Wu Chengdong~2 Hou Jing~1 (1 School of Information and Control Engineering Shenyang Jianzhu University Shenyang 110168 China (2 School of Information Science & Engineering Northeastern University Shenyang 110004 China);Rough set theory and its development in image processing[A];[C];2008
4 Li Ran,Lin He,Cai Wanjing,Li Yongli (Department of Computer Science and Technology, Lan Zhou University,Lan Zhou,730000);Tolerance Operators-based General Relation Data Mining[A];[C];2005
5 Wang Huimin Tong Jinping (Application management science Institute, Hehai University,Nanjing 210098);Further Study on Macroeconomic Early-warning: Early-warning Method Based on Rough Set and Neural Network[A];[C];2003
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved