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On the Explanation of SameAs Statements Using Argumentation

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Scalable Uncertainty Management (SUM 2016)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 9858))

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Abstract

Due to the impressive growing of the LOD graph in the last years, assuring the quality of its content is becoming a very important issue. Thus, it is crucial to design techniques for supporting experts in validating facts and links in complex data sources. Here, we focus on identity links (sameAs) and apply argumentation semantics to (i) detect inconsistencies in sameAs statements and to (ii) explain them to the experts using dialogues. We formalize the framework, explaining its purposes. Finally we provide a promising preliminary evaluation and discuss on some interesting future directions we foresee.

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Notes

  1. 1.

    Experiment, at this moment, with one domain expert.

  2. 2.

    Exponential in the size of the facts in the knowledge base.

References

  1. OWL 2 Web Ontology Language: Primer. www.w3.org/TR/owl2-primer

  2. Silk - The Linked Data Integration Framework. http://silk-framework.com/

  3. Arioua, A., Tamani, N., Croitoru, M., Buche, P.: Query failure explanation in inconsistent knowledge bases: a dialogical approach. In: Bramer, M., Petridis, M. (eds.) Research and Development in Intelligent Systems XXXI. Springer, Heidelberg (2014)

    Google Scholar 

  4. Baader, F., Brandt, S., Lutz, C.: Pushing the EL envelope. In: Proceedings of IJCAI 2005 (2005)

    Google Scholar 

  5. Baget, J.-F., Leclère, M., Mugnier, M.-L., Rocher, S., Sipieter, C.: Graal: a toolkit for query answering with existential rules. In: Bassiliades, N., Gottlob, G., Sadri, F., Paschke, A., Roman, D. (eds.) RuleML 2015. LNCS, vol. 9202, pp. 328–344. Springer, Heidelberg (2015)

    Chapter  Google Scholar 

  6. Baget, J.-F., Mugnier, M.-L., Rudolph, S., Thomazo, M.: Walking the complexity lines for generalized guarded existential rules. In: Proceedings of IJCAI 2011 (2011)

    Google Scholar 

  7. Bienvenu, M.: On the complexity of consistent query answering in the presence of simple ontologies. In: Proceedings of AAAI (2012)

    Google Scholar 

  8. Bienvenu, M., Rosati, R.: Tractable approximations of consistent query answering for robust ontology-based data access. In: Proceedings of IJCAI 2013. AAAI Press (2013)

    Google Scholar 

  9. Bizer, C., Heath, T., Berners-Lee, T.: Linked data - the story so far. Int. J. Semant. Web Inf. Syst. 5(3) (2009)

    Google Scholar 

  10. Cabrio, E., Cojan, J., Villata, S., Gandon, F.: Argumentation-based inconsistencies detection for question-answering over dbpedia. In: Proceedings of the NLP&DBpedia Workshop (2013)

    Google Scholar 

  11. Calì, A., Gottlob, G., Lukasiewicz, T.: A general datalog-based framework for tractable query answering over ontologies. Web Semant. Sci. Serv. Agents World Wide Web 14, 57–83 (2012)

    Article  Google Scholar 

  12. Calvanese, D., De Giacomo, G., Lembo, D., Lenzerini, M., Rosati, R.: Tractable reasoning and efficient query answering in description logics: the DL-Lite family. J. Autom. Reasoning 39(3), 385–429 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  13. Croitoru, M., Vesic, S.: What can argumentation do for inconsistent ontology query answering? In: Liu, W., Subrahmanian, V.S., Wijsen, J. (eds.) SUM 2013. LNCS, vol. 8078, pp. 15–29. Springer, Heidelberg (2013)

    Chapter  Google Scholar 

  14. Cuzzola, J., Bagheri, E., Jovanovic, J.: Filtering inaccurate entity co-references on the linked open data. In: Chen, Q., Hameurlain, A., Toumani, F., Wagner, R., Decker, H. (eds.) DEXA 2015. LNCS, vol. 9261, pp. 128–143. Springer, Heidelberg (2015)

    Chapter  Google Scholar 

  15. de Melo, G.: Not quite the same: Identity constraints for the web of linked data. In: Proceedings of the Conference on Artificial Intelligence. AAAI Press (2013)

    Google Scholar 

  16. Ding, L., Shinavier, J., Finin, T., McGuinness, D.: owl: sameAs and linked data: an empirical study. In: International Web Science Conference (2010)

    Google Scholar 

  17. Ding, L., Shinavier, J., Shangguan, Z., McGuinness, D.L.: SameAs networks and beyond: analyzing deployment status and implications of owl:sameAs in linked data. In: Patel-Schneider, P.F., Pan, Y., Hitzler, P., Mika, P., Zhang, L., Pan, J.Z., Horrocks, I., Glimm, B. (eds.) ISWC 2010, Part I. LNCS, vol. 6496, pp. 145–160. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  18. Doran, P., Tamma, V., Palmisano, I., Payne, T.: Efficient argumentation over ontology correspondences. In: International Conference on AAMAS (2009)

    Google Scholar 

  19. dos Santos, C., Euzenat, J.: Consistency-driven argumentation for alignment agreement. In: International Workshop on Ontology Matching (OM-2010) (2010)

    Google Scholar 

  20. Dung, P.M.: On the acceptability of arguments and its fundamental role in nonmonotonic reasoning, logic programming and n-person games. AI 77(2), 321–357 (1995)

    MathSciNet  MATH  Google Scholar 

  21. Ferrara, A., Nikolov, A., Scharffe, F.: Data linking. J. Web Semant. 23 (2013)

    Google Scholar 

  22. Guéret, C., Groth, P., Stadler, C., Lehmann, J.: Assessing linked data mappings using network measures. In: Simperl, E., Cimiano, P., Polleres, A., Corcho, O., Presutti, V. (eds.) ESWC 2012. LNCS, vol. 7295, pp. 87–102. Springer, Heidelberg (2012)

    Chapter  Google Scholar 

  23. Halpin, H., Hayes, P., Thompson, H.: When owl: sameAs isn’t the same: a preliminary theory of identity and inference on the semantic web. In: International Workshop LHD (2011)

    Google Scholar 

  24. Heath, T., Bizer, C.: Linked Data: Evolving the Web into a Global Data Space, 1st edn. Morgan & Claypool, Palo Alto (2011)

    Google Scholar 

  25. Laera, L., Blacoe, I., Tamma, V., Payne, T., Euzenat, J., Bench-Capon, T.: Argumentation over ontology correspondences in MAS. In: International Conference on AAMAS (2007)

    Google Scholar 

  26. Lembo, D., Lenzerini, M., Rosati, R., Ruzzi, M., Savo, D.: Inconsistency-tolerant semantics for description logics. In: Proceedings of International Conference on Web Reasoning Rule Systems (2010)

    Google Scholar 

  27. Lukasiewicz, T., Martinez, M.V., Simari, G.I.: Complexity of inconsistency-tolerant query answering in datalog\(+/-\). In: Meersman, R., Panetto, H., Dillon, T., Eder, J., Bellahsene, Z., Ritter, N., De Leenheer, P., Dou, D. (eds.) ODBASE 2013. LNCS, vol. 8185, pp. 488–500. Springer, Heidelberg (2013)

    Chapter  Google Scholar 

  28. McCallum, A. (ed.): Cora Research Paper Dataset. http://people.cs.umass.edu/~mccallum/data.html

  29. Papaleo, L., Pernelle, N., Saïs, F., Dumont, C.: Logical detection of invalid SameAs statements in RDF data. In: Janowicz, K., Schlobach, S., Lambrix, P., Hyvönen, E. (eds.) EKAW 2014. LNCS, vol. 8876, pp. 373–384. Springer, Heidelberg (2014)

    Google Scholar 

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Acknowledgments

The authors acknowledge the support of ANR grants ASPIQ (ANR-12- BS02-0003), QUALINCA (ANR-12-0012) and DURDUR (ANR-13-ALID-0002). The work of the second author has been carried out in a part of the research delegation at INRA MISTEA Montpellier and INRA IATE CEPIA Axe 5 Montpellier.

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Correspondence to Madalina Croitoru .

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Arioua, A., Croitoru, M., Papaleo, L., Pernelle, N., Rocher, S. (2016). On the Explanation of SameAs Statements Using Argumentation. In: Schockaert, S., Senellart, P. (eds) Scalable Uncertainty Management. SUM 2016. Lecture Notes in Computer Science(), vol 9858. Springer, Cham. https://doi.org/10.1007/978-3-319-45856-4_4

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  • DOI: https://doi.org/10.1007/978-3-319-45856-4_4

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