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http://dx.doi.org/10.3745/KIPSTB.2002.9B.5.635

An Efficient Knowledge Base Management Using Hybrid SOM  

Yoon, Kyung-Bae (김포대학 컴퓨터계열)
Choi, Jun-Hyeog (김포대학 컴퓨터계열)
Wang, Chang-Jong (인하대학교 컴퓨터공학부)
Publication Information
The KIPS Transactions:PartB / v.9B, no.5, 2002 , pp. 635-642 More about this Journal
Abstract
There is a rapidly growing demand for the intellectualization of information technology. Especially, in the area of KDD (Knowledge Discovery in Database) which should make an optimal decision of finding knowledge from a large amount of data, the demand is enormous. A large volume of Knowledge Base should be efficiently managed for a more intellectual choice. This study is proposing a Hybrid SOM for an efficient search and renewal of knowledge base, which combines a self-study nerve network, Self-Organization Map with a probable distribution theory in order to get knowledge needed for decision-making management from the Knowledge Base. The efficient knowledge base management through this proposed method is carried out by a stimulation test. This test confirmed that the proposed Hybrid SOM can manage with efficiency Knowledge Base.
Keywords
SOM(Hybrid SOM); Data Mining; knowledge base management; Statistical Discrete Distribution;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 R. B. Chase & N. J. Aquilano, Production and Operations Management, Irwin, pp.502-504, 1989
2 Giarratano & Riley, Expert System, PWS, 1998
3 C. Guilfoyle, Ventors of agent technology, in Proc. UNICOM Seminar Intell. Agents and Their Business Applicat, London, U. K., pp.135-142, 1995
4 Jiawei Han, Micheline Kamber, Data Mining : Concepts and Techniques, Morgan Kaufmann Publishers, 2001
5 T. Kohonen, Self-organized formation of topologically correct feature maps, Biological Cybernetics, 43, pp.59-69, 1982   DOI
6 C. M. Bishop, M. Svensen, C. K. I. Williams, GTM ; The Generative Topographic Mapping, Neural Computation. 10. 1. pp.215-235, 1996   DOI   ScienceOn
7 T. Kohonen, Self-Organizing and Associative Memory, Springer-Verlag, Berlin, 1984
8 William J. Kennedy, Jr James E. Gentle, Statistical Computing, Marcel Dekker, INC., 1980
9 T. Kohonen, Self Organizing Maps, Springer, 1997
10 Tom M. Mitchell, Machine Learning, McGraw-Hill, 1997
11 김제국외, '종합전산화 추진체계의 고찰', 전력기술, 제31호, pp.6-17, 1997
12 이순용, '생산관리론', 법문사, 서울, p.562, 1989