A New Approach to Annotate the Text's of the Websites and Documents with a Quite Comprehensive Knowledge Base

Authors: Mohammad Yasrebi, Mehran Mohsenzadeh, Mashalla Abbasi-Dezfuli

Abstract:

Machine-understandable data when strongly interlinked constitutes the basis for the SemanticWeb. Annotating web documents is one of the major techniques for creating metadata on the Web. Annotating websites defines the containing data in a form which is suitable for interpretation by machines. In this paper, we present a new approach to annotate websites and documents by promoting the abstraction level of the annotation process to a conceptual level. By this means, we hope to solve some of the problems of the current annotation solutions.

Keywords: Knowledge base, ontology, semantic annotation, semantic web.

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1071554

References:

[1] T. Berners-Lee, J. Hendler., O. Lassila, "The Semantic Web," Scientific American, 2001, pp. 34-43.
[2] E. Charniak, M. Berland, "Finding parts in very large corpora," in Proc. 37th Annual Meeting of the ACL Conf., 1999, pp. 57-64.
[3] M. Ciglan, M. Laclavik, M. Seleng, L. Hluch y, "Document indexing for automatic semantic annotation support," 2007.
[4] P. Cimino, S. Handschuh, S. Staab, "Towards the Self-Annotating Web," in 13th International Conf. on World Wide Web, 2004, pp. 462- 471.
[5] S. Dill, N. Eiron, D. Gibson, D. Gruhl, R. Guha, A. Jhingran, "SemTag and Seeker: Bootstrapping the Semantic Web via Automated Semantic Annotation," in 12th International World Wide Web Conf., Budapest, Hungary, 2003, pp. 178-186.
[6] S. Handschuh, S. Staab, F. Ciravogna, "S-CREAM -- Semi-automatic CREAtion of Metadata," in SAAKM 2002 -Semantic Authoring, Annotation & Knowledge Markup - Preliminary Workshop Programme, 2002.
[7] A. Kiryakov, B. Popov, I. Terziev, D. Manov, D. Ognyanoff, "Semantic Annotation, Indexing, and Retrieval," Elsevier-s Journal of Web Sematics, vol. 2, 2005.
[8] N. Kiyavitskaya, N. Zeni1, J.R. Cordy, L. Mich, J. Mylopoulos, "Semi- Automatic Semantic Annotations for Web Documents," 2005.
[9] N. Kiyavitskaya, N. Zeni1, J.R. Cordy, L. Mich, J. Mylopoulos, "Tool- Supported Process for Semantic Annotation: An Experimental Evaluation," 2005.
[10] P. Kogut, W. Holmes, "AeroDAML: Applying Information Extraction to Generate DAML Annotations from Web Pages," in Proc. Workshop on Knowledge Markup and Semantic Annotation at the First International Conference on Knowledge Capture (K-CAP 2001), Victoria, BC, 2001.
[11] M. Laclavik, M. Seleng, E. Gatial, Z. Balogh, L. Hluchy, "Ontology based Text Annotation - OnTeA," Information Modelling and Knowledge Bases XVIII. IOS Press, Amsterdam, Marie Duzi, Hannu Jaakkola, Yasushi Kiyoki, Hannu Kangassalo (Eds.), Frontiers in Artificial Intelligence and Applications, vol. 154, February 2007, pp.311-315.
[12] G. Miller, "WordNet: An On-line Lexical Database," Special Issue, International Journal of Lexicography, vol. 3, 1990. WordNet: http://wordnet.princeton.edu/
[13] B. Popov, A. Kiryakov, A. Kirilov, D. Manov, D. Ognyanoff, M. Goranov, "KIM - Semantic Annotation Platform," in 2nd International Semantic Web Conf. (ISWC2003), Florida, USA, 2003, pp. 834-849.
[14] L. Reeve, H. Han, "Survey of semantic annotation platforms," in SAC '05, ACM Press, NY, USA, 2005, pp. 1634-1638.
[15] Y. Yang, "An evaluation of statistical approaches to text categorization," Journal of Information Retrieval, vol. 1, 1999, pp. 67-88.
[16] Y. Yesilada, S. Harper, C. Goble, R. Stevens, "Ontology Based Semantic Annotation for Visually Impaired Web Travellers," in Proc. 4th International Conference on Web Engineering (ICWE 2004), Munich, Germany,2004, pp. 445-458.