Browse > Article
http://dx.doi.org/10.3745/KIPSTD.2006.13D.3.299

Semi-Automatic Ontology Generation about XML Documents using Data Mining Method  

Gu Mi-Sug (충북대학교 전자계산학과)
Hwang Jeong-Hee (남서울대학교 컴퓨터학과)
Ryu Keun-Ho (충북대학교 전기전자 컴퓨터공학부)
Hong Jang-Eui (충북대학교 전기전자 컴퓨터공학부)
Publication Information
The KIPS Transactions:PartD / v.13D, no.3, 2006 , pp. 299-308 More about this Journal
Abstract
As recently XML is becoming the standard of exchanging web documents and public documentations, XML data are increasing in many areas. To retrieve the information about XML documents efficiently, the semantic web based on the ontology is appearing. The existing ontology has been constructed manually and it was time and cost consuming. Therefore in this paper, we propose the semi-automatic ontology generation technique using the data mining technique, the association rules. The proposed method solves what type and how many conceptual relationships and determines the ontology domain level for the automatic ontology generation, using the data mining algorithm. Appying the association rules to the XML documents, we intend to find out the conceptual relationships to construct the ontology, finding the frequent patterns of XML tags in the XML documents. Using the conceptual ontology domain level extracted from the data mining, we implemented the semantic web based on the ontology by XML Topic Maps (XTM) and the topic map engine, TM4J.
Keywords
Ontology; Semantic Web; Data Mining; XML Topic Mans; TM4J;
Citations & Related Records
Times Cited By KSCI : 5  (Citation Analysis)
연도 인용수 순위
1 R. Agrawal, T. Imielinski, A. N. Swami, 'Mining association roles between set of items in large database', Proceedings of ACM SIGMOD Conference on Management of Data(SIGMOD '93), pp.207-216, 1993   DOI
2 R. Agrawl, R. Srikant, 'Fast Algorithms for Mining Association Rules', Proceedings of the VLDB, pp.487-499, Santiago de Chile, Chile, September, 1994
3 Steve Pepper, 'The TAO of Topic Maps', XML Conference & Exposition, 2000
4 S. Pepper, B. Moore, 'XML Topic Maps(XTM) 1.0', TopicMaps.Org
5 Koung-lung Lin, Yen-jen Oyang, 'Knowledge Management for a Buddhism Digital Archive with Topic Map', ICDAT 2002, pp.91-101, 2002
6 장형화, 홍의경, '관계 데이터베이스 시스템 기반의 XQuery 질의 처리기 설계', 정보과학회 추계 학술대회 Vol.30, No.2-2, pp.0106-0108, 2003   과학기술학회마을
7 M.Ushold, M.Gruninger, 'Ontologies: principles, methods and applications', The Knowledge Engineering Review, Vol.11, No.2, pp.93-136, 1996   DOI
8 S. Staab, H. P. Schnurr, R. Studer, Y. Sure, 'Knowledge processes and ontologies', IEEE Intelligent Systems, Special Issue on Knowledge Management, Vol.16 No.1, pp.26-34, 2001   DOI
9 T.R.Gruber, 'Toward principles for the design of ontologies used for knowledge sharing', Int. J.Human Computer Studies, Vol.43, pp.907-928, 1995   DOI   ScienceOn
10 박명제, 민준기, 윤정희, 안재용, 정진완, '관계 형 데이터베이스와 XQuery를 이용한 XML 문서의 저장 및 검색 시스템', SIGDB-KISS Vol.18, No.02, 2002
11 최규원, 정채영, 김영옥, 김영균, 강현석, 배종민, '관계형 데이터베이스에서 XML 뷰 기반의 질의 처리 모델', 한국정보처리학회 논문지 Vol.10, No.02, pp.0221-0232, 2003   과학기술학회마을   DOI
12 김정민, 박철만, 정준원, 이한준, 정호영, 민경섭, 김형주, '온톨로지 기반의 지식맵 서비스 시스템의 설계 및 구현', 한국정보과학회 학술발표논문집, 제30권 제1호(A) pp.527-529, 2003   과학기술학회마을
13 Jacky W. W. Wan, G. Dobbie, 'Mining Association Rules from XML Data using XQuery', ACM International Conference Proceeding, Vol.54, 2004
14 이정원, 방건동, 박세형, 백두권 '온톨로지 기반 설계 문서 관리 시스템 설계 및 구현,' 한국정보 과학회, 제 28권, 1호, pp.79-81, 2001   과학기술학회마을
15 김정민, 박철만, 정준원, 이한준, 정호영, 민경섭, 김형주, 'K-Box: 토픽맵 기반의 온톨로지 관리 시스템', 정보과학회 춘계학술대회, Vol.10, No.1, pp1-13, 2004   과학기술학회마을
16 R. Srikant, R. Agrawal, 'Mining Generalized Association Rules', In Proc. of VLDB '95, pp.407-419, 1995
17 정호영, 김정민. 정준원, 김형주, 'XTM 기반의 지식맵', 데이터베이스연구회 학회지 Vol.19, No.01, pp.0038-0047, 2003   과학기술학회마을
18 오장근, '유로워드넷 기반의 어휘 데이터베이스 활용을 위한 한국어-독일어 ILI 대응 방법론 연구', 한국독일어문학회 추계 학술대회, 2002   과학기술학회마을
19 A. Maedche, S. Staab, 'Semi-Automatic Engineering of Ontologies from Text', Proceedings of the 12th International Conference on Software Engineering and Knowledge Engineering, 2000
20 http://www.cs.toronto.edu/tox/toxgene/index.html
21 http://www.cogsci.princeton.edu/~wn/wn2.0
22 D. Braga, A. Campi, S. Ceri, M. Klemettinen, P. Lanzi, 'Discovering interesting information in XML data with association rules', SAC, Proceedings of the 2003 ACM symposium on Applied computing table of contents, pp.450-454, 2003   DOI
23 http://www.ontopia.net
24 http://www.hibernate.org
25 A. Maedche, S. Staab, 'Discovering Conceptual Relations from Text', Technical Report 399, Institute AIFB, Karlsruhe University, 2000
26 A. Termier, M-C. Rousset, M. Sebag, 'TreeFinder: a Fast Step towards XML Data Mining', In Proceedings of the 2002 IEEE International Conference on Data Mining (ICDM 2002), pp.450-457, 2002   DOI
27 D. Braga, A. Campi, S. Ceri, M. Klemettinen, PL. Lanzi, 'A Tool for Extracting XML Association Rules from XML Documents', in Proceedings of IEEE-ICTAI 2002, pp.57-64, Washington DC, USA, November, 2002   DOI
28 Q. Ding, K. Ricords, J. Lumpkin, 'Deriving General Association Rules from XML Data', DBLP:conf/snpd/2003 pp.348-352. 2003