Ontology-based automatic classification for Web pages: Design, implementation and evaluation

Research output: Contributions to collected editions/worksArticle in conference proceedingsResearchpeer-review

Standard

Ontology-based automatic classification for Web pages: Design, implementation and evaluation. / Prabowo, R.; Jackson, M.; Burden, P. et al.
WISE 2002 - Proceedings of the 3rd International Conference on Web Information Systems Engineering. ed. / Wee Keong Ng; Tok Wang Ling; Angela Goh; Umeshwar Dayal; Elisa Bertino. IEEE - Institute of Electrical and Electronics Engineers Inc., 2002. p. 182-191 1181655.

Research output: Contributions to collected editions/worksArticle in conference proceedingsResearchpeer-review

Harvard

Prabowo, R, Jackson, M, Burden, P & Knoell, HD 2002, Ontology-based automatic classification for Web pages: Design, implementation and evaluation. in WK Ng, TW Ling, A Goh, U Dayal & E Bertino (eds), WISE 2002 - Proceedings of the 3rd International Conference on Web Information Systems Engineering., 1181655, IEEE - Institute of Electrical and Electronics Engineers Inc., pp. 182-191, 3rd International Conference on Web Information Systems Engineering - WISE 2002, Singapore, Singapore, 12.12.02. https://doi.org/10.1109/WISE.2002.1181655

APA

Prabowo, R., Jackson, M., Burden, P., & Knoell, H. D. (2002). Ontology-based automatic classification for Web pages: Design, implementation and evaluation. In W. K. Ng, T. W. Ling, A. Goh, U. Dayal, & E. Bertino (Eds.), WISE 2002 - Proceedings of the 3rd International Conference on Web Information Systems Engineering (pp. 182-191). Article 1181655 IEEE - Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/WISE.2002.1181655

Vancouver

Prabowo R, Jackson M, Burden P, Knoell HD. Ontology-based automatic classification for Web pages: Design, implementation and evaluation. In Ng WK, Ling TW, Goh A, Dayal U, Bertino E, editors, WISE 2002 - Proceedings of the 3rd International Conference on Web Information Systems Engineering. IEEE - Institute of Electrical and Electronics Engineers Inc. 2002. p. 182-191. 1181655 doi: 10.1109/WISE.2002.1181655

Bibtex

@inbook{2ad68d0081324a42b38386845335dab3,
title = "Ontology-based automatic classification for Web pages: Design, implementation and evaluation",
abstract = "In recent years, we have witnessed continual growth in the use of ontologies in order to provide a mechanism to enable machine reasoning. This paper describes an automatic classifier, which focuses on the use of ontologies for classifying Web pages with respect to Dewey Decimal Classification (DDC) and Library of Congress Classification (LCC) schemes. Firstly, we explain how these ontologies can be built in a modular fashion, and mapped into DDC and LCC. Secondly, we propose the formal definition of a DDC-LCC and an ontology-classification-scheme mapping. Thirdly, we explain the way the classifier uses these ontologies to assist classification. Finally, an experiment in which the accuracy of the classifier was evaluated is presented. The experiment shows that our approach results an improved classification in terms of accuracy. This improvement, however, comes at a cost in a low coverage ratio due to incompleteness of the ontologies used.",
keywords = "Informatics",
author = "R. Prabowo and M. Jackson and P. Burden and Knoell, {H. D.}",
year = "2002",
doi = "10.1109/WISE.2002.1181655",
language = "English",
isbn = "0769517668 ",
pages = "182--191",
editor = "Ng, {Wee Keong} and Ling, {Tok Wang} and Angela Goh and Umeshwar Dayal and Elisa Bertino",
booktitle = "WISE 2002 - Proceedings of the 3rd International Conference on Web Information Systems Engineering",
publisher = "IEEE - Institute of Electrical and Electronics Engineers Inc.",
address = "United States",
note = "3rd International Conference on Web Information Systems Engineering - WISE 2002, WISE 2002 ; Conference date: 12-12-2002 Through 14-12-2002",

}

RIS

TY - CHAP

T1 - Ontology-based automatic classification for Web pages

T2 - 3rd International Conference on Web Information Systems Engineering - WISE 2002

AU - Prabowo, R.

AU - Jackson, M.

AU - Burden, P.

AU - Knoell, H. D.

N1 - Conference code: 3

PY - 2002

Y1 - 2002

N2 - In recent years, we have witnessed continual growth in the use of ontologies in order to provide a mechanism to enable machine reasoning. This paper describes an automatic classifier, which focuses on the use of ontologies for classifying Web pages with respect to Dewey Decimal Classification (DDC) and Library of Congress Classification (LCC) schemes. Firstly, we explain how these ontologies can be built in a modular fashion, and mapped into DDC and LCC. Secondly, we propose the formal definition of a DDC-LCC and an ontology-classification-scheme mapping. Thirdly, we explain the way the classifier uses these ontologies to assist classification. Finally, an experiment in which the accuracy of the classifier was evaluated is presented. The experiment shows that our approach results an improved classification in terms of accuracy. This improvement, however, comes at a cost in a low coverage ratio due to incompleteness of the ontologies used.

AB - In recent years, we have witnessed continual growth in the use of ontologies in order to provide a mechanism to enable machine reasoning. This paper describes an automatic classifier, which focuses on the use of ontologies for classifying Web pages with respect to Dewey Decimal Classification (DDC) and Library of Congress Classification (LCC) schemes. Firstly, we explain how these ontologies can be built in a modular fashion, and mapped into DDC and LCC. Secondly, we propose the formal definition of a DDC-LCC and an ontology-classification-scheme mapping. Thirdly, we explain the way the classifier uses these ontologies to assist classification. Finally, an experiment in which the accuracy of the classifier was evaluated is presented. The experiment shows that our approach results an improved classification in terms of accuracy. This improvement, however, comes at a cost in a low coverage ratio due to incompleteness of the ontologies used.

KW - Informatics

UR - http://www.scopus.com/inward/record.url?scp=84961208893&partnerID=8YFLogxK

UR - https://www.mendeley.com/catalogue/40db05e1-cfef-37df-b6ee-5f28b061611f/

U2 - 10.1109/WISE.2002.1181655

DO - 10.1109/WISE.2002.1181655

M3 - Article in conference proceedings

AN - SCOPUS:84961208893

SN - 0769517668

SN - 9780769517667

SP - 182

EP - 191

BT - WISE 2002 - Proceedings of the 3rd International Conference on Web Information Systems Engineering

A2 - Ng, Wee Keong

A2 - Ling, Tok Wang

A2 - Goh, Angela

A2 - Dayal, Umeshwar

A2 - Bertino, Elisa

PB - IEEE - Institute of Electrical and Electronics Engineers Inc.

Y2 - 12 December 2002 through 14 December 2002

ER -