Abstract
A large activity for digitization, access and preservation of cultural heritage is taking place in Europe and the United States, which involves all types of cultural institutions, i.e., galleries, libraries, museums, archives and all types of cultural content. Semantic interoperability is a key issue in these developments. Content metadata constitute the main features of cultural items that are analysed and used to interpret users’ queries, so that the most appropriate content is presented to the users. This paper presents a new semantic search methodology, including a query answering mechanism which meets the semantics of users’ queries and enriches the answers by exploiting appropriate visual features, through an interweaved knowledge and machine learning based approach. An experimental study is presented, using content from the Europeana digital library, illustrating the improved performance of the proposed semantic search approach.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Baader, F., Calvanese, D., McGuinness, D., Nardi, D., Patel-Schneider, P.F.: The Description Logic Handbook: Theory, Implementation, Applications. Cambridge University Press (2007)
Kollia, I., Glimm, B., Horrocks, I.: SPARQL Query Answering over OWL Ontologies. In: Antoniou, G., Grobelnik, M., Simperl, E., Parsia, B., Plexousakis, D., De Leenheer, P., Pan, J. (eds.) ESWC 2011, Part I. LNCS, vol. 6643, pp. 382–396. Springer, Heidelberg (2011)
Shearer, R., Motik, B., Horrocks, I.: HermiT: A Highly-Efficient OWL Reasoner. In: Proc. of the 5th Int. Workshop on OWL: Experiences and Directions (2008)
Motik, B., Patel-Schneider, P., Parsia, B.: OWL 2 Web Ontology Language: Structural Specification and Functional-Style Syntax. W3C Recommendation (2009)
Kollia, I., Simou, N., Stafylopatis, A., Kollias, S.: Semantic Image Analysis using a Symbolic Neural Architecture. Journal of Image Analysis and Stereology (2010)
Kollia, I., Tzouvaras, V., Drosopoulos, N., Stamou, G.: A Systemic Approach for Effective Semantic Access to Cultural Content. Semantic Web Journal (2012)
Fanizzi, N., d’Amato, C., Esposit, F.: Statistical Learning for Inductive Query Answering on OWL Ontologies. In: Intl. Semantic Web Conference, Karlsruhe, Germany (2008)
Kalomirakis, D.: Polydefkis: A Terminology Thesauri for Monuments. In: Tsipopoulou, M. (ed.) Proc. of Digital Heritage in the New Knowledge Environment, Athens (2008)
Bay, H., Tuytelaars, T., Van Gool, L.: SURF: Speeded Up Robust Features. In: Leonardis, A., Bischof, H., Pinz, A. (eds.) ECCV 2006. LNCS, vol. 3951, pp. 404–417. Springer, Heidelberg (2006)
Chang, S., Sikora, T., Puri, A.: Overview of the MPEG-7 Standard. IEEE Trans. on Circuits and Systems for Video Technology 11, 688–695 (2001)
Muja, M., Lowe, D.G.: Fast approximate nearest neighbors with automatic algorithm configuration. In: Intl. Conf. on Computer Vision Theory and Application, pp. 331–340. INSTICC Press (2009)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2012 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Kollia, I., Rapantzikos, K., Stamou, G., Stafylopatis, A. (2012). Semantic Query Answering in Digital Libraries. In: Maglogiannis, I., Plagianakos, V., Vlahavas, I. (eds) Artificial Intelligence: Theories and Applications. SETN 2012. Lecture Notes in Computer Science(), vol 7297. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-30448-4_3
Download citation
DOI: https://doi.org/10.1007/978-3-642-30448-4_3
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-30447-7
Online ISBN: 978-3-642-30448-4
eBook Packages: Computer ScienceComputer Science (R0)