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Exploiting ontological relations for automatic semantic tag recommendation

Published: 07 September 2011 Publication History

Abstract

In this paper we propose a novel method for automatically generating and recommending semantic tags for text documents, namely terms that reflect the intended meaning of the document in an accurate and complete way. Our approach is based on the utilization of existing domain knowledge, in the form of ontologies, and particularly in the selection and exploitation of those ontological relations that are most appropriate for the given tagging scenario and domain. Experimental evaluation of the method with significant number of documents and high volume of ontological knowledge shows a high level of accuracy as far as tag identification is concerned.

References

[1]
B. Adrian, L. Sauermann, and T. Roth-Berghofer. Contag: A semantic tag recommendation system. In T. Pellegrini and S. Schaffert, editors, Proceedings of I-Semantics' 07, pages pp. 297--304. JUCS, 2007.
[2]
N. Bikakis, G. Giannopoulos, T. Dalamagas, and T. Sellis. Integrating keywords and semantics on document annotation and search. In Proceedings of the 2010 international conference on On the move to meaningful internet systems: Part II, OTM'10, pages 921--938, Berlin, Heidelberg, 2010. Springer-Verlag.
[3]
J. Gemmell, T. Schimoler, B. Mobasher, and R. Burke. Hybrid tag recommendation for social annotation systems. In Proceedings of the 19th ACM international conference on Information and knowledge management, CIKM '10, pages 829--838, New York, NY, USA, 2010. ACM.
[4]
S. A. Golder and B. A. Huberman. Usage patterns of collaborative tagging systems. J. Inf. Sci., 32:198--208, April 2006.
[5]
K.-n. Hassanali and V. Hatzivassiloglou. Automatic detection of tags for political blogs. In Proceedings of the NAACL HLT 2010 Workshop on Computational Linguistics in a World of Social Media, WSA '10, pages 21--22, Stroudsburg, PA, USA, 2010. Association for Computational Linguistics.
[6]
A. Miles and D. Brickley. Skos core vocabulary specification. W3c working draft, World Wide Web Consortium, 2005.
[7]
G. Mishne. Autotag: a collaborative approach to automated tag assignment for weblog posts. In WWW '06: Proceedings of the 15th international conference on World Wide Web, pages 953--954, New York, NY, USA, 2006. ACM Press. paper presented at the poster track.
[8]
T. M. Mitchell. Machine learning. McGraw Hill, New York, 1997.
[9]
S. Nešić, F. Crestani, M. Jazayeri, and D. Gašević. Concept-based semantic annotation, indexing and retrieval of office-like document units. In Adaptivity, Personalization and Fusion of Heterogeneous Information, RIAO '10, pages 134--135, Paris, France, 2010.
[10]
B. Oliveira, P. Calado, and H. S. Pinto. Automatic tag suggestion based on resource contents. In Proceedings of the 16th international conference on Knowledge Engineering: Practice and Patterns, EKAW '08, pages 255--264, Berlin, Heidelberg, 2008. Springer-Verlag.
[11]
N. Pudota, A. Dattolo, A. Baruzzo, F. Ferrara, and C. Tasso. Automatic keyphrase extraction and ontology mining for content-based tag recommendation. International Journal of Intelligent Systems, 25(12):1158--1186, 2010.
[12]
M. R. Quillian. Semantic memory. In M. Minsky, editor, Semantic Information Processing, pages 227--270. MIT Press, 1968.
[13]
L. Sauermann. Pimo-a pim ontology for the semantic desktop (draft). Draft, DFKI, 2006.
[14]
M. Tatu, M. Srikanth, and T. D'Silva. Tag recommendations using bookmark content. In Proceedings of ECML PKDD Discovery Challenge (RSDC08), pages 96--107, 2008.
[15]
L. Tenenbaum, B. Shapira, and P. Shoval. Ontology-based classification of news in an electronic newspaper. In Proceedings of INFOS 2008, Varna, Bulgaria, pages 89--97, 2008.

Cited By

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  • (2016)A Framework to Formulate Customer Taste from Unstructured Review DataProcedia Computer Science10.1016/j.procs.2016.07.30893(1046-1053)Online publication date: 2016
  • (2013)A Review of Ontology-Based Tag Recommendation ApproachesInternational Journal of Intelligent Systems10.1002/int.2161628:11(1054-1071)Online publication date: 1-Aug-2013
  • (2012)Improving Automatic Semantic Tag Recommendation through Fuzzy OntologiesProceedings of the 2012 Seventh International Workshop on Semantic and Social Media Adaptation and Personalization10.1109/SMAP.2012.28(37-41)Online publication date: 3-Dec-2012

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    cover image ACM Other conferences
    I-Semantics '11: Proceedings of the 7th International Conference on Semantic Systems
    September 2011
    129 pages
    ISBN:9781450306218
    DOI:10.1145/2063518
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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    New York, NY, United States

    Publication History

    Published: 07 September 2011

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    Author Tags

    1. ontologies
    2. semantic tagging

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    View all
    • (2016)A Framework to Formulate Customer Taste from Unstructured Review DataProcedia Computer Science10.1016/j.procs.2016.07.30893(1046-1053)Online publication date: 2016
    • (2013)A Review of Ontology-Based Tag Recommendation ApproachesInternational Journal of Intelligent Systems10.1002/int.2161628:11(1054-1071)Online publication date: 1-Aug-2013
    • (2012)Improving Automatic Semantic Tag Recommendation through Fuzzy OntologiesProceedings of the 2012 Seventh International Workshop on Semantic and Social Media Adaptation and Personalization10.1109/SMAP.2012.28(37-41)Online publication date: 3-Dec-2012

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