A graph-based approach to learn semantic descriptions of data sources

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 8218 LNCS, Issue PART 1, 2013, Pages 607-623

  Taheriyan, Mohsen ^a   Knoblock, Craig A ^a   Szekely, Pedro ^a   Ambite, José Luis ^a  

^a UNIVERSITY OF SOUTHERN CALIFORNIA   (United States)

Author keywords

semantic description; semantic model; Semantic Web; source description; source modeling

Indexed keywords

AUTOMATIC ANNOTATION; SEMANTIC DESCRIPTIONS; SEMANTIC MODEL; SERVICE COMPOSITIONS; SOURCE DESCRIPTION; SOURCE MODELING; STATE-OF-THE-ART SYSTEM; TIME-CONSUMING TASKS;

GRAPHIC METHODS; SEMANTIC WEB;

USER INTERFACES;

EID: 84891929256     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-41335-3_38     Document Type: Conference Paper

References (25)

1. Alexe, B., ten Cate, B., Kolaitis, P.G., Tan, W.C.: Designing and Refining Schema Mappings via Data Examples. In: SIGMOD, Athens, Greece, pp. 133-144 (2011)
2. An, Y., Borgida, A., Miller, R.J., Mylopoulos, J.: A Semantic Approach to Discovering Schema Mapping Expressions. In: Proceedings of the 23rd International Conference on Data Engineering (ICDE), Istanbul, Turkey, pp. 206-215 (2007)
3. Arenas, M., Barcelo, P., Libkin, L., Murlak, F.: Relational and XML Data Exchange. Morgan & Claypool, San Rafael (2010)
4. Bellahsene, Z., Bonifati, A., Rahm, E.: Schema Matching and Mapping, 1st edn. Springer (2011)
5. Carman, M.J., Knoblock, C.A.: Learning Semantic Definitions of Online Information Sources. Journal of Artificial Intelligence Research 30(1), 1-50 (2007)
6. Das, S., Sundara, S., Cyganiak, R.: R2RML: RDB to RDF Mapping Language. W3C Recommendation (September 27, 2012), http://www.w3.org/TR/r2rml/
7. Dhamankar, R., Lee, Y., Doan, A., Halevy, A., Domingos, P.: iMAP: Discovering Complex Semantic Matches between Database Schemas. In: International Conference on Management of Data (SIGMOD), New York, NY, pp. 383-394 (2004)
8. Doan, A., Halevy, A., Ives, Z.: Principles of Data Integration. Morgan Kauffman (2012)
9. Euzenat, J., Shvaiko, P.: Ontology Matching. Springer, Heidelberg (2007)
10. Fagin, R., Haas, L.M., Hernández, M., Miller, R.J., Popa, L., Velegrakis, Y.: Clio: Schema Mapping Creation and Data Exchange. In: Borgida, A.T., Chaudhri, V.K., Giorgini, P., Yu, E.S. (eds.) Mylopoulos Festschrift. LNCS, vol. 5600, pp. 198-236. Springer, Heidelberg (2009)
11. Fagin, R., Kolaitis, P.G., Miller, R.J., Popa, L.: Data Exchange: Semantics and Query Answering. Theoretical Computer Science 336(1), 89-124 (2005)
12. Goel, A., Knoblock, C.A., Lerman, K.: Exploiting Structure within Data for Accurate Labeling Using Conditional Random Fields. In: Proc. ICAI (2012)
13. Knoblock, C.A., et al.: Semi-Automatically Mapping Structured Sources into the Semantic Web. In: Simperl, E., Cimiano, P., Polleres, A., Corcho, O., Presutti, V. (eds.) ESWC 2012. LNCS, vol. 7295, pp. 375-390. Springer, Heidelberg (2012)
14. Kou, L., Markowsky, G., Berman, L.: A Fast Algorithm for Steiner Trees. Acta Informatica 15, 141-145 (1981)
15. Lafferty, J., McCallum, A., Pereira, F.: Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data. In: Proceedings of the 18th International Conference on Machine Learning (2001)
16. Limaye, G., Sarawagi, S., Chakrabarti, S.: Annotating and Searching Web Tables Using Entities, Types and Relationships. PVLDB 3(1), 1338-1347 (2010)
17. Marnette, B., Mecca, G., Papotti, P., Raunich, S., Santoro, D.: ++Spicy: an OpenSource Tool for Second-Generation Schema Mapping and Data Exchange. In: Procs. VLDB, Seattle, WA, pp. 1438-1441 (2011)
18. Mulwad, V., Finin, T., Joshi, A.: A Domain Independent Framework for Extracting Linked Semantic Data from Tables. In: Ceri, S., Brambilla, M. (eds.) Search Computing III. LNCS, vol. 7538, pp. 16-33. Springer, Heidelberg (2012)
19. Parundekar, R., Knoblock, C.A., Ambite, J.L.: Discovering Concept Coverings in Ontologies of Linked Data Sources. In: Cudré-Mauroux, P., et al. (eds.) ISWC 2012, Part I. LNCS, vol. 7649, pp. 427-443. Springer, Heidelberg (2012)
20. Rahm, E., Bernstein, P.: A Survey of Approaches to Automatic Schema Matching. VLDB Journal 10(4) (2001)
21. Saquicela, V., Vilches-Blazquez, L.M., Corcho, O.: Lightweight Semantic Annotation of Geospatial RESTful Services. In: Antoniou, G., Grobelnik, M., Simperl, E., Parsia, B., Plexousakis, D., De Leenheer, P., Pan, J. (eds.) ESWC 2011, Part II. LNCS, vol. 6644, pp. 330-344. Springer, Heidelberg (2011)
22. Sheth, A.P., Gomadam, K., Ranabahu, A.: Semantics Enhanced Services: METEOR-S, SAWSDL and SA-REST. IEEE Data Eng. Bulletin 31(3), 8-12 (2008)
23. Szekely, P., Knoblock, C.A., Yang, F., Zhu, X., Fink, E.E., Allen, R., Goodlander, G.: Connecting the Smithsonian American Art Museum to the Linked Data Cloud. In: Cimiano, P., Corcho, O., Presutti, V., Hollink, L., Rudolph, S. (eds.) ESWC 2013. LNCS, vol. 7882, pp. 593-607. Springer, Heidelberg (2013)
24. Taheriyan, M., Knoblock, C.A., Szekely, P., Ambite, J.L.: Rapidly Integrating Services into the Linked Data Cloud. In: Cudré-Mauroux, P., et al. (eds.) ISWC 2012, Part I. LNCS, vol. 7649, pp. 559-574. Springer, Heidelberg (2012)
25. Venetis, P., Halevy, A., Madhavan, J., Paşca, M., Shen, W., Wu, F., Miao, G., Wu, C.: Recovering Semantics of Tables on the Web. Proc. VLDB Endow. 4(9), 528-538 (2011)