Automatically generating data linkages using class-based discriminative properties

Data and Knowledge Engineering

Volumn 91, Issue , 2014, Pages 34-51

  Hu, Wei ^a   Yang, Rui ^a   Qu, Yuzhong ^a  

^a NANJING UNIVERSITY   (China)

Author keywords

Data linkage; Discriminability; Instance matching; Object coreference resolution; Ontologies; Semantic Web

Indexed keywords

LINKED DATA; ONTOLOGY; SEMANTIC WEB; STATISTICAL TESTS;

AUTOMATIC APPROACHES; AUTOMATICALLY GENERATED; DATA LINKAGE; DISCRIMINABILITY; EQUIVALENCE REASONING; INSTANCE MATCHING; OBJECT COREFERENCE; SIMILARITY-BASED METHODS;

DATA HANDLING;

EID: 84901763943     PISSN: 0169023X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.datak.2014.03.001     Document Type: Article

References (41)

1. I. Jacobs, and N. Walsh Architecture of the World Wide Web Tech. Rep. vol one 2004 (W3C Recommendation, http://www.w3.org/TR/webarch/)
2. L. Ding, J. Shinavier, Z. Shangguan, and D.L. McGuinness SameAs networks and beyond: analyzing deployment status and implications of owl:sameAs in linked data Proc. of the 9th International Semantic Web Conference (ISWC) 2010 145 160
3. G. Cheng, and Y. Qu Searching linked objects with Falcons: approach, implementation and evaluation Int. J. Semant. Web Inf. Syst. 5 3 2009 49 70
4. H. Glaser, A. Jaffri, and I. Millard Managing co-reference on the semantic web Proc. of the WWW Workshop on LDOW 2009
5. A. Hogan, A. Harth, and S. Decker Performing object consolidation on the semantic web data Proc. of the WWW Workshop on I3 2007
6. S. Castano, A. Ferrara, S. Montanelli, and G. Varese Knowledge-driven Multimedia Information Extraction and Ontology Evolution Ch. Ontology and Instance Matching 2011 Springer-Verlag 167 195
7. A. Hogan, A. Zimmermann, J. Umbrich, A. Polleres, and S. Decker Scalable and distributed methods for entity matching, consolidation and disambiguation over linked data corpora J. Web Semant. 10 2012 76 110
8. G. Demartini, D.E. Difallah, and P. Cudré-Mauroux ZenCrowd: leveraging probabilistic reasoning and crowdsourcing techniques for large-scale entity linking Proc. of the 21st International Conference on World Wide Web (WWW) 2012 469 478
9. R. Isele, and C. Bizer Learning expressive linkage rules using genetic programming Proc. of the 38th International Conference on Very Large Databases (VLDB) 2012 1638 1649
10. A.-C. Ngonga Ngomo, and K. Lyko Eagle: efficient active learning of link specifications using genetic programming Proc. of the 9th Extended Semantic Web Conference (ESWC) 2012 149 163
11. Y. Yang, P. Singh, J. Yao, C. man Au Yeung, A. Zareian, X. Wang, Z. Cai, M. Salvadores, N. Gibbins, W. Hall, and N. Shadbolt Distributed human computation framework for linked data co-reference resolution Proc. of the 8th Extended Semantic Web Conference (ESWC) 2011 32 46
12. D. Song, and J. Heflin Automatically generating data linkages using a domain-independent candidate selection approach Proc. of the 10th International Semantic Web Conference (ISWC) 2011 649 664
13. W. Hu, Y. Qu, and G. Cheng Matching large ontologies: a divide-and-conquer approach Data Knowl. Eng. 67 1 2008 140 160
14. Y. Qu, W. Hu, and G. Cheng Constructing virtual documents for ontology matching Proc. of the 15th International World Wide Web Conference (WWW) 2006 23 31
15. G. Tummarello, C. Morbidoni, R. Bachmann-Gmür, and O. Erling RDFSync: efficient remote synchronization of RDF models Proc. of the 6th International Semantic Web Conference (ISWC) 2007 537 551
16. J. Urbani, S. Kotoulas, J. Maassen, F. van Harmelen, and H. Bal OWL reasoning with WebPIE: calculating the closure of 100 billion triples Proc. of the 7th Extended Semantic Web Conference (ESWC) 2010 213 227
17. L. Getoor, and A. Machanavajjhala Entity resolution: theory, practice & open challenges Proc. of the 37th International Conference on Very Large Databases (VLDB) 2011 2018 2019
18. F. Saïs, N. Pernelle, and M.-C. Rousset L2R: a logical method for reference reconciliation Proc. of the 22nd Conference on Artificial Intelligence (AAAI) 2007 329 334
19. A. Nikolov, V. Uren, E. Motta, and A. de Roeck Refining instance coreferencing results using belief propagation Proc. of the 3rd Asian Semantic Web Conference (ASWC) 2008 405 419
20. H. Halpin, D.L.M. Patrick, J. Hayes, James P. McCusker, and H.S. Thompson When owl:sameAs isn't the same: an analysis of identity in linked data Proc. of the 9th International Semantic Web Conference (ISWC) 2010 305 320
21. J. Li, J. Tang, Y. Li, and Q. Luo RiMOM: a dynamic multi strategy ontology alignment framework IEEE Trans. Knowl. Data Eng. 21 8 2009 1218 1232
22. I.F. Cruz, F.P. Antonelli, and C. Stroe Using AgreementMaker to align ontologies for OAEI 2011 Proc. of the ISWC Workshop on OM 2011 114 121
23. X. Niu, S. Rong, Y. Zhang, and H. Wang Zhishi.links results for OAEI 2011 Proc. of the ISWC Workshop on OM 2011 220 227
24. K. Nguyen, R. Ichise, and B. Le Interlinking linked data sources using a domain-independent system Proc. of the 2nd Joint International Semantic Technology Conference (JIST) 2012 113 128
25. W. Hu, J. Chen, and Y. Qu A self-training approach for resolving object coreference on the semantic web Proc. of the 20th International World Wide Web Conference (WWW) 2011 87 96
26. S. Wang, G. Englebienne, and S. Schlobach Learning concept mappings from instance similarity Proc. of the 7th International Semantic Web Conference (ISWC) 2008 339 355
27. C. Sarasua, E. Simperl, and N.F. Noy Crowdmap: crowdsourcing ontology alignment with micro tasks Proc. of the 11th International Semantic Web Conference (ISWC) 2012 525 541
28. J. Volz, C. Bizer, M. Gaedke, and G. Kobilarov Discovering and maintaining links on the web of data Proc. of the 8th International Semantic Web Conference (ISWC) 2009 650 665
29. J. Bleiholder, and F. Naumann Data fusion ACM Comput. Surv. 41 1 2008 1 41
30. A.K. Elmagarmid, P.G. Ipeirotis, and V.S. Verykios Duplicate record detection: a survey IEEE Trans. Knowl. Data Eng. 19 1 2007 1 16
31. M. Michelson, and C.A. Knoblock Learning blocking schemes for record linkage Proc. of the 21st Conference on Artificial Intelligence (AAAI) 2006 440 445
32. L. Gu, and R. Baxter Adaptive filtering for efficient record linkage Proc. of the 4th SIAM International Conference on Data Mining (SDM) 2004 477 481
33. A. Arasu, M. Götz, and R. Kaushik On active learning of record matching packages Proc. of ACM SIGMOD International Conference on Management of Dat (SIGMOD) 2010 783 794
34. K. Slabbekoorn, L. Hollink, and G.-J. Houben Domain-aware ontology matching Proc. of the 11th International Semantic Web Conference (ISWC) 2012 542 558
35. H. Liu Towards semantic data mining Proc. of the 9th International Semantic Web Conference (ISWC) 2010
36. J. Euzenat, A. Ferrara, C. Meilicke, A. Nikolov, J. Pane, F. Scharffe, P. Shvaiko, H. Stuckenschmidt, O. Šváb-Zamazal, V. Svátek, and C. Trojahn Results of the ontology alignment evaluation initiative 2010 Proc. of the ISWC Workshop on OM 2010 87 115
37. J. Euzenat, A. Ferrara, W.R. van Hage, L. Hollink, C. Meilicke, A. Nikolov, F. Scharffe, P. Shvaiko, H. Stuckenschmidt, O. Šváb- Zamazal, and C. Trojahn Final results of the ontology alignment evaluation initiative 2011 Proc. of the ISWC Workshop on OM 2011 85 113
38. S. Araújo, A. de Vries, J. Hidders, and D. Schwabe SERIMI: class-based disambiguation for effective instance matching over heterogeneous web data Proc. of the 15th International Workshop on the Web and Databases (WebDB) 2012 25 30
39. Y.R. Jean-Mary, E.P. Shironoshita, and M.R. Kabuka Ontology matching with semantic verification J. Web Semant. 7 3 2009 235 251
40. J. Noessner, M. Niepert, C. Meilicke, and H. Stuckenschmidt Leveraging terminological structure for object reconciliation Proc. of the 7th Extended Semantic Web Conference (ESWC) 2010 257 271
41. H. Halpin, D.M. Herzig, P. Mika, R. Blanco, J. Pound, H.S. Thompson, and T.T. Duc Evaluating ad-hoc object retrieval Proc. of the ISWC Workshop on IWEST 2010