Abstract
In this paper, we present an approach to ontology querying for the purpose of supporting the semantic annotation process. We present and evaluate two algorithms, (i) a baseline algorithm and (ii) a graph-based algorithm based on the bag-of-words text representation and PageRank. We evaluate the two approaches on a set of semantically annotated geospatial Web services. We show that the graph-based algorithm significantly outperforms the baseline algorithm. The devised solution is implemented in Visual OntoBridge, a tool that provides an interface and functionality for supporting the user in the semantic annotation task. The improvement over the baseline is also reflected in practice.
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References
Roman, D., de Bruijn, J., Mocan, A., Lausen, H., Domingue, J., Bussler, C., Fensel, D.: WWW: WSMO, WSML, and WSMX in a Nutshell. In: Mizoguchi, R., Shi, Z.-Z., Giunchiglia, F. (eds.) ASWC 2006. LNCS, vol. 4185, pp. 516–522. Springer, Heidelberg (2006)
Grcar, M., Mladenic, D.: Visual OntoBridge: Semi-automatic Semantic Annotation Software. In: Buntine, W., Grobelnik, M., Mladenić, D., Shawe-Taylor, J. (eds.) ECML PKDD 2009. LNCS (LNAI), vol. 5782, pp. 726–729. Springer, Heidelberg (2009)
Grcar, M., Klien, E., Novak, B.: Using Term-Matching Algorithms for the Annotation of Geo-Services. Knowledge Discovery Enhanced with Semantic and Social Information 220, 127–143 (2009)
Feldman, R., Sanger, J.: The Text Mining Handbook: Advanced Approaches in Analyzing Unstructured Data. Cambridge University Press, Cambridge (2006)
Salton, G.: Automatic Text Processing: The Transformation, Analysis, and Retrieval of Information by Computer. Addison-Wesley Longman Publishing, Boston (1989)
Page, L., Brin, S., Motwani, R., Winograd, T.: The PageRank Citation Ranking: Bringing Order to the Web. Technical Report 1999-66. Stanford InfoLab, Stanford, USA (1999)
Cardoso-Cachopo, A., Oliveira, A.L.: Empirical Evaluation of Centroid-Based Models for Single-Label Text Categorization. Technical Report 7/2006. Instituto Superior Tecnico, Lisbon, Portugal (2006)
Crestani, F.: Application of Spreading Activation Techniques in Information Retrieval. Artificial Intelligence Review 11, 453–482 (1997)
Kleinberg, J.M.: Authoritative Sources in a Hyperlinked Environment. Journal of the Association for Computing Machinery 46, 604–632 (1999)
Jeh, G., Widom, J.: SimRank: A Measure of Structural Context Similarity. In: Proceedings of KDD 2002, pp. 538–543 (2002)
Kondor, R.I., Lafferty, J.: Diffusion Kernels on Graphs and Other Discrete Structures. In: Proceedings of ICML 2002, pp. 315–322 (2002)
Balmin, A., Hristidis, V., Papakonstantinou, Y.: ObjectRank: Authority-based Keyword Search in Databases. In: Proceedings of VLDB 2004, pp. 564–575 (2004)
Chakrabarti, S.: Dynamic Personalized PageRank in Entity-Relation Graphs. In: Proceedings of WWW 2007, pp. 571–580 (2007)
Fogaras, D., Rácz, B.: Towards Scaling Fully Personalized PageRank. In: Leonardi, S. (ed.) WAW 2004. LNCS, vol. 3243, pp. 105–117. Springer, Heidelberg (2004)
Stoyanovich, J., Bedathur, S., Berberich, K., Weikum, G.: EntityAuthority: Semantically Enriched Graph-based Authority Propagation. In: Proceedings of the 10th International Workshop on Web and Databases (2007)
Open Geospatial Consortium: Web Feature Service Implementation Specification, Version 1.0.0 (OGC Implementation Specification 02-058) (2002)
Mladenic, D.: Feature Subset Selection in Text Learning. In: Nédellec, C., Rouveirol, C. (eds.) ECML 1998. LNCS, vol. 1398, pp. 95–100. Springer, Heidelberg (1998)
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Grčar, M., Podpečan, V., Sluban, B., Mozetič, I. (2012). Ontology Querying Support in Semantic Annotation Process. In: Anthony, P., Ishizuka, M., Lukose, D. (eds) PRICAI 2012: Trends in Artificial Intelligence. PRICAI 2012. Lecture Notes in Computer Science(), vol 7458. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-32695-0_9
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DOI: https://doi.org/10.1007/978-3-642-32695-0_9
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