Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Chinese Journal of Computers》 2002-08
Add to Favorite Get Latest Update

An Optimization Learning Algorithm Based on Description Complexity

BU Dong-Bo XU Hong-Bo BAI Shuo(Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100080)  
From the view of description complexity, this paper proposes a new optimization learning algorithm. The theory of description complexity considers that the description with the minimum length could reveal the essence of the whole data set. Using the "Rule+Exception" as the description method, the learning problem is transformed into an optimization problem, which look for the description of the minimum length. The experiments show that this algorithm could generate good results.
【Fund】: 国家自然科学基金 ( 6 97730 0 8);; 国家“九七三”重点基础研究发展规划项目 ( G19980 30 5 10 )资助
【CateGory Index】: TP181
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 3 Hits
1 YANG Bo, WANG Ya Dong, and SU Xiao Hong (School of Computer Science and Engineering, Harbin Institute of Technology, Harbin 150001);An Algorithm for Fast Convergence of Back Propagation by Enlarging Error[J];Journal of Computer Research and Development;2004-05
2 XU Hong-bo, BU Dong-bo, BAI Shuo(Software Division, Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100080);An Optimization-based Clustering Algorithm for Nominal Scale Variants[J];Microelectronics & Computer;2003-12
3 LI Bin1, LI Yi-bing2, HE Hong-bo2 1 (School of Information Science and Engineering, Contral South University, Changsha 410083, China) 2 (School of Physics Science and Technology, Contral South University, Changsha 410083, China);LZ Complexity Distance of Symbol Sequences and its Application[J];Journal of Chinese Computer Systems;2007-05
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 Luo Dehan Chen Weihai(Beijing University of Aeronautics and Astronautics,Dept. of Mechanical and Electronical Engineering);Active Back propagation Algorithm Based on Adjusting Error for Multilayer Feed forward Neural Network[J];JOURNAL OF BEIJING UNIVERSITY OF AERONAUTICS AND ASTRONAUTICS;1998-03
2 LI Yuan, HE Qing, SHI Zhongzhi Graduate School, Chinese University of Science and Technology, Beijing 100039, China; The Laboratory of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, 100080,Chi;Association Retrieve Based On Concept Semantic Space[J];Journal of University of Science and Technology Beijing;2001-06
3 Xiao Li Jin Yuanping Xu Hongbing Wang Nengbin (Department of Computer Science and Engineering, Southeast University, Nanjing 210018);A New Algorithm for Mining Generalized Association Rules[J];Journal of Southeast University;1997-06
4 Chen Chunxiang (Department of Electronics and Computer, Guilin Institute of Technology);APPLICATION OF DATA DISCOVERY TO DATA PROCESSING OF GEOCHEMISTRY[J];JOURNAL OF GUILIN INSTITUTE OF TECHNOLOGY;1999-03
5 XIANG Guoquan Department of Computer Science of Henan University,Kaifeng 475001,Henan,China;Application of the Feed_Forward Neural Network in Data Mining[J];JOURNAL OF HENAN UNIVERSITY (NATURAL SCIENCE);1999-03
6 LI Kai,ZHAO Ke,RONG Zheng(College of Mechanics&Electrical Engineering, XiDian University, Xi′an 710071,China);Study and Design of a Intelligence Answer Expert System Face To Student[J];Aeronautical Computer Technique;2002-02
7 RUAN Bei-Jun and ZHU Yang-Yong (Department of Computing and Information Technology, Fudan University, ShangHai 200433);Association Rule Clustering Based on Taxonomy Information[J];Journal of Computer Research and Development;2004-02
8 WANG Xu, LI Jian Zhong, and WANG Wei Ping (College of Computer Science and Technology, Harbin Institute of Technoloy, Harbin 150001);Processing Compressed Sliding Window Continuous Queries over Data Streams[J];Journal of Computer Research and Development;2004-10
9 SONG Guo Jie, TANG Shi Wei, YANG Dong Qing, and WANG Teng Jiao (School of Electronics Engineering and Computer Science, Peking University, Beijing 100871);Extraction and Trend Detection of Unusual Patterns over Data Streams[J];Journal of Computer Research and Development;2004-10
10 ZHANG Dong Dong 1, LI Jian Zhong 1,2 , WANG Wei Ping 1, and GUO Long Jiang 1,2 1 (School of Computer Science and Technology, Harbin Institute of Technology, Harbin 150001) 2 (School of Computer Science and Technology, Heilongjiang University, Harbin 150080);Distributed Compound-Data Streams Processing[J];Journal of Computer Research and Development;2004-10
【Secondary References】
Chinese Journal Full-text Database 8 Hits
1 YANG Bo,WANG Ya-dong,SU Xiao-hong(School of Computer Science and Technology,Harbin Institute of Technology,Harbin 150001,China,);A hybrid algorithm based on chips[J];Journal of Harbin Institute of Technology;2006-05
2 LIU Jia-lu,LIU Qiong-sun,HU Shang-wei College of Science,Chongqing University,Chongqing 400030,China;Back-propagation algorithm based on enlarging error signals[J];Computer Engineering and Applications;2007-21
3 LI Xin-liang1,2,CHEN Xiang-tao1(1.School of Computer and Communications,Hunan University,Changsha 410082;2.Loudi Vocational Technical College,Loudi 417000,China);Research on an Algorithm for the Association Rules in Data Mining[J];Computer Engineering & Science;2007-12
4 SUN Wei-wei, LIU Qiong-sun (College of Science, Chongqing University, Chongqing 400044, China);Adaptive Back-Propagation algorithm with magnified error signals[J];Journal of Computer Applications;2008-08
5 ZHANG Chi-ping1,TANG Lei1,SU Xiao-hong2,MA Pei-jun2 (1.Department of Mathematics,Harbin Institute of Technology,Harbin Heilongjiang 150001,China; 2.School of Computer Science and Technology,Harbin Institute of Technology,Harbin Heilongjiang 150001,China);An Advanced NN Learning Algorithm Based on DFP Method[J];Computer Simulation;2008-04
6 WANG Zhixing~(1,3),LI Chengzhen~2,FAN Baoshan~2,CHEN Gang~1(1.The Institute of Water Conservancy and Hydroelectricity of Xi'an University of Technology,Xi-an,710048;2.China Water Northeastern Investigation,Design and Research Co.,Ltd.Changchun 130061;3.Heilongjiang Provincial Water Conservancy and Hydroelectric Power Investigation,Design and Research Institute,Harbin 150080);A modified genetic and BP alternately training algorithm and its application to river ice forecasting[J];Journal of Hydroelectric Engineering;2010-01
7 SHI Lei, YI Zhen-zhen, ZHAO Ke (College of Electromechanical Engineering, Xidian University, Xi'an 710071);Research and Implementation of an NLU System[J];Microelectronics & Computer;2006-07
8 TIAN Yu , DONG Yan-qiu (College of Information Science and Engineering, Shenyang Ligong University, Shenyang 110168);Lake Water Trash Rack Robot's Natural Language Understanding System[J];Modern Computer;2007-08
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved