Qualitative effects of knowledge rules and user feedback in probabilistic data integration

VLDB Journal

Volumn 18, Issue 5, 2009, Pages 1191-1217

  Van Keulen, Maurice ^a   De Keijzer, Ander ^a  

^a UNIVERSITY OF TWENTE   (Netherlands)

Author keywords

Data integration; Data quality; Entity resolution; Uncertain databases; User feedback

Indexed keywords

DATA INTEGRATION; DATA QUALITY; ENTITY RESOLUTION; UNCERTAIN DATABASES; USER FEEDBACK;

DATA HANDLING; DATABASE SYSTEMS; SEMANTICS;

INTEGRATION;

EID: 70349804722     PISSN: 10668888     EISSN: 0949877X     Source Type: Journal    
DOI: 10.1007/s00778-009-0156-z     Document Type: Article

References (39)

1. Antova, L., Koch, C., Olteanu, D.: MayBMS: managing incomplete information with probabilistic world-set decompositions. In: Proceedings of the 23nd international conference on data engineering (ICDE), Istanbul, Turkey, pp. 1479-1480, April 2007
2. Abiteboul, S., Senellart, P.: Querying and updating probabilistic information in XML. In: Proceedings of the international conference on extending database technology (EDBT), Munich, Germany, pp. 1059-1068, (2006) (LNCS 3896) (Pubitemid 43986868)
3. Boulos, J., Dalvi, N.N., Mandhani, B., Mathur, S., Re, C., Suciu, D.: MYSTIQ: a system for finding more answers by using probabilities. In: Proceedings of the 2005 ACM SIGMOD international conference on management of data, Baltimore, Maryland, USA, pp. 891-893 (2005)
4. O. Benjelloun H. Garcia-Molina D. Menestrina Q. Su S. Whang J. Widom 2009 Swoosh: a generic approach to entity resolution VLDB J. 18 1 255 276 10.1007/s00778-008-0098-x
5. Barbará, D., Garcia-Molina, H., Porter, D.: A probabilistic relational data model. In: Proceedings of the international conference on extending database technology (EDBT) Venice, Italy, vol. 416 of LNCS, pp. 60-74. Springer, Berlin, March 1990. ISBN 3-540-52291-3
6. Boncz, P.A., Grust, T., van Keulen, M., Manegold, S., Rittinger, J., Teubner, J.: MonetDB/XQuery: a fast XQuery processor powered by a relational engine. In: Proceedings of SIGMOD, Chicago, IL, pp. 479-490 (2006)
7. O. Benjelloun A. Das Sarma C. Hayworth J. Widom 2006 An introduction to ULDBs and the Trio system IEEE Data Eng. Bull 29 1 5 16
8. Baeza-Yates R., Ribeiro-Neto B.: Modern information retrieval. Addison Wesley, Reading (1999) ISBN 0-201-39829-X
9. Cheng, R., Chen, J., Xie, X.: Cleaning uncertain data with quality guarantees. In: Proceedings of the 34th international conference on very large data bases (VLDB), Auckland, New Zealand, pp. 722-735, August 2008
10. Cheng, R., Singh, S., Prabhakar, S.: U-DBMS: a database system for managing constantly-evolving data. In: Proceedings of the 31st international conference on very large data bases (VLDB), Trondheim, Norway, pp. 1271-1274 (2005)
11. Cheng, T., Yan, X., Chang, C.-C.K.: EntityRank: searching entities directly and holistically. In: Proceedings of the 33rd international conference on very large data bases (VLDB), Vienna, Austria, pp. 387-398, September 23-27, 2007. ACM, (2007)
12. Doan, A., Domingos, P., Halevy, A.Y.: Reconciling schemas of disparate data sources: a machine-learning approach. In: Proceedings of the ACM SIGMOD international conference on management of data, Santa Barbara, California, USA, pp. 509-520, May 2001. ISBN 1-58113-332-4
13. A. Doan P. Domingos A.Y. Halevy 2003 Learning to match the schemas of data sources: a multistrategy approach Mach Learn 50 3 279 301 1033.68084 10.1023/A:1021765902788
14. Doan, A., Halevy, A.Y.: Semantic integration research in the database community: a brief survey. AI Magazine, (2005)
15. Luna Dong, X., Halevy, A.Y., Yu, C.: Data integration with uncertainty. In: Proceedings of the 33rd international conference on very large data bases (VLDB), Vienna, Austria, September 23-27, pp. 687-698. ACM (2007)
16. de Keijzer, A., van Keulen, M.: Quality measures in uncertain data management. In: Proceedings of the 1st international conference on scalable uncertainty management (SUM), Washington DC, vol. 4772 of LNCS, pp. 104-115 (2007)
17. de Keijzer, A., van Keulen, M.: User feedback in probabilistic integration. In: 2nd international workshop on flexible database and information system technology (FlexDBIST), Regensburg, Germany, Los Alamitos, pp. 377-381, September 2007
18. de Keijzer, A., van Keulen, M.: IMPrECISE: good-is-good-enough data integration. In: Proceedings of the 24th international conference on data engineering (ICDE), Cancun, Mexico, April 2008
19. de Keijzer, A., van Keulen, M., Li, Y.: Taming data explosion in probabilistic information integration. In: On-line pre-proc. of IIDB, Munich, Germany, pp. 82-86 (2006). Position paper. http://ssi.umh.ac.be/iidb
20. de Rougemont, M.: The reliability of queries. In: Proceedings of the 14th ACM symposium on principles of database systems (PODS), San Jose, CA, pages 286-291, May 1995
21. DeRose, P., Shen, W., Chen, F., Lee, Y., Burdick, D., Doan, A., Ramakrishnan, R.: Dblife: A community information management platform for the database research community (demo). In: Proceedings of the 3rd biennial conference on innovative data systems research (CIDR), Asilomar, CA, pp. 169-172, January 2007
22. DeRose, P., Shen, W., Chen, F., Doan, A., Ramakrishnan, R.: Building structured web community portals: a top-down, compositional, and incremental approach. In: Proceedings of the 33rd international conference on very large data bases (VLDB), Vienna, Austria, pp. 399-410. ACM, September 2007
23. F. Furfaro S. Greco C. Molinaro 2007 A three-valued semantics for querying and repairing inconsistent databases Ann Math Artif Intell 51 2-4 167 193 1138.68031 10.1007/s10472-008-9088-3 2386156
24. Gal, A.: Interpreting similarity measures: bridging the gap between schema matching and data integration. In: Proceedings of the workshop on information integration methods, architectures, and systems (IIMAS), Cancun, Mexico, pp. 278-285, April 2008
25. Grädel, E., Gurevich, Y., Hirsch, C.: The complexity of query reliability. In: Proceedings of the 17th ACM symposium on principles of database systems (PODS), Seattle, WA, pp. 227-234, June 1998
26. Hung, E., Getoor, L., Subrahmanian, V.S.: PXML: A probabilistic semistructured data model and algebra. In: Proceedings of the 19th international conference on data engineering (ICDE), Bangalore, India, p. 467, March 2003. ISBN 0-7803-7665-X
27. A. Hunter W. Liu 2006 Merging uncertain information with semantic heterogeneity in XML Knowl Inf Syst 9 2 230 258 10.1007/s10115-005-0220-y
28. Kanagal, B., Deshpande, A.: Online filtering, smoothing and probabilistic modeling of streaming data. In: Proceedings of the 24th international conference on data engineering (ICDE), Cancun, Mexico, pp. 1160-1169, April 2008
29. van Keulen, M., de Keijzer, A., Alink, W.: A probabilistic XML approach to data integration. In: Proceedings of the 21st international conference on data engineering (ICDE), Tokyo, Japan, pp. 459-470, April 2005
30. Koch, C., Olteanu, D.: Conditioning probabilistic databases. In: Proceedings of the 34th international conference on very large data bases (VLDB2008), Auckland, New Zealand, pages 313-326, August 2008
31. L.V.S. Lakshmanan N. Leone R. Ross V.S. Subrahmanian 1997 ProbView: a flexible probabilistic database system ACM Trans Database Syst 22 3 419 469 10.1145/261124.261131
32. Menestrina, D., Benjelloun, O., Garcia-Molina, H.: Generic entity resolution with data confidences. In: Proceedings of the first international VLDB workshop on clean databases (CleanDB), Seoul, Korea, September 2006
33. Magnani, M., Montesi, D.: Uncertainty in data integration: current approaches and open problems. In: Proceedings of the 1st international workshop on management of uncertain data (MUD), Vienna, Austria, number WP07-08 in CTIT workshop proceedings, September 2007. ISSN 0929-0672
34. Milano, D., Scannapieco, M., Catarci, T.: Structure aware xml object identification. In: Proceedings of the 1st international VLDB workshop on clean databases (CleanDB), Seoul, Korea, September 2006
35. K. Orr 1998 Data quality and systems theory Commun ACM 41 2 66 71 10.1145/269012.269023 1638336
36. Das Sarma, A., Dong, X., Halevy, A.: Bootstrapping pay-as-you-go data integration systems. In: Proceedings of the 2008 ACM SIGMOD international conference on management of data (SIGMOD), Vancouver, Canada, pages 861-874, (2008)
37. Serdyukov, P., Hiemstra, D.: Modeling documents as mixtures of persons for expert finding. In: Proceedings of the 30th European conference on IR research (ECIR), Glasgow, UK, vol. 4956 of LNCS, pp. 309-320, Springer, Berlin, April 2008
38. van Kessel, R.: Querying probabilistic xml. Master's thesis, University of Twente, Enschede, Netherlands, April 2008
39. Wijsen, J.: Project-join-repair: an approach to consistent query answering under functional dependencies. In: Proceedings of the 7th international conference on flexible query answering systems (FQAS), Milan, Italy, vol. 4027 of LNCS, pp. 1-12. Springer, Berlin, June 2006