Conditional dependencies: A principled approach to improving data quality

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

Volumn 5588 LNCS, Issue , 2009, Pages 8-20

  Fan, Wenfei ^a   Geerts, Floris ^a   Jia, Xibei ^a  

^a UNIVERSITY OF EDINBURGH   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

DATA QUALITY; DATA SOURCE; DATA VALUES; DATABASE DEPENDENCIES; MATCHING OPERATOR; QUALITY OF DATA; REAL LIFE DATA; UNIFORM FRAMEWORK;

DATABASE SYSTEMS;

EID: 70350624404     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-02843-4_4     Document Type: Conference Paper

References (30)

1. Arenas, M., Bertossi, L.E., Chomicki, J.: Consistent query answers in inconsistent databases. In: PODS (1999)
2. Batini, C., Scannapieco, M.: Data Quality: Concepts, Methodologies and Techniques. Springer, Heidelberg (2006)
3. Bohannon, P., Fan, W., Flaster, M., Rastogi, R.: A cost-based model and effective heuristic for repairing constraints by value modification. In: SIGMOD (2005)
4. Bravo, L., Fan, W., Geerts, F., Ma, S.: Increasing the expressivity of conditional functional dependencies without extra complexity. In: ICDE (2008)
5. Bravo, L., Fan, W., Ma, S.: Extending dependencies with conditions. In: VLDB (2007)
6. Chiang, F., Miller, R.: Discovering data quality rules. In: VLDB (2008)
7. Chomicki, J.: Consistent query answering: Five easy pieces. In: Schwentick, T., Suciu, D. (eds.) ICDT 2007. LNCS, vol. 4353, pp. 1-17. Springer, Heidelberg (2006)
8. Chomicki, J., Marcinkowski, J.: Minimal-change integrity maintenance using tuple deletions. Inf. Comput. 197(1-2), 90-121 (2005)
9. Cong, G., Fan, W., Geerts, F., Jia, X., Ma, S.: Improving data quality: Consistency and accuracy. In: VLDB (2007)
10. Eckerson, W.: Data quality and the bottom line: Achieving business success through a commitment to high quality data. The Data Warehousing Institute (2002)
11. Elmagarmid, A.K., Ipeirotis, P.G., Verykios, V.S.: Duplicate record detection: A survey. TKDE 19(1), 1-16 (2007)
12. English, L.: Plain English on data quality: Information quality management: The next frontier. DM Review Magazine (April 2000)
13. Fagin, R., Vardi, M.Y.: The theory of data dependencies - An overview. In: ICALP (1984)
14. Fan, W.: Dependencies revisited for improving data quality. In: PODS (2008)
15. Fan, W., Geerts, F.: Relative information completeness. In: PODS (2009)
16. Fan, W., Geerts, F., Jia, X., Kementsietsidis, A.: Conditional functional dependencies for capturing data inconsistencies. TODS 33(2) (June 2008)
17. Fan, W., Geerts, F., Jia, X.: SEMANDAQ: A data quality system, based on conditional functional dependencies. In: VLDB, demo (2008)
18. Fan, W., Geerts, F., Lakshmanan, L., Xiong, M.: Discovering conditional functional dependencies. In: ICDE (2009)
19. Fan, W., Ma, S., Hu, Y., Liu, J., Wu, Y.: Propagating functional dependencies with conditions. In: VLDB (2008)
20. Fellegi, I., Holt, D.: A systematic approach to automatic edit and imputation. J. American Statistical Association 71(353), 17-35 (1976)
21. Flesca, S., Furfaro, F., Greco, S., Zumpano, E.: Querying and repairing inconsistent XML data. In: Ngu, A.H.H., Kitsuregawa, M., Neuhold, E.J., Chung, J.-Y., Sheng, Q.Z. (eds.) WISE 2005. LNCS, vol. 3806, pp. 175-188. Springer, Heidelberg (2005)
22. Golab, L., Karloff, H., Korn, F., Srivastava, D., Yu, B.: On generating near-optimal tableaux for conditional functional dependencies. In: VLDB (2008)
23. Herzog, T.N., Scheuren, F.J., Winkler, W.E.: Data Quality and Record Linkage Techniques. Springer, Heidelberg (2007)
24. Loshin, D.: Master Data Management, Knowledge Integrity Inc. (2009)
25. Imieliński, T., Lipski Jr., W.: Incomplete information in relational databases. J. ACM 31(4), 761-791 (1984)
26. van der Meyden, R.: Logical approaches to incomplete information: A survey. In: Chomicki, J., Saake, G. (eds.) Logics for Databases and Information Systems, pp. 307-356 (1998)
27. Rahm, E., Do, H.H.: Data cleaning: Problems and current approaches. IEEE Data Eng. Bull. 23(4), 3-13 (2000)
28. Redman, T.: The impact of poor data quality on the typical enterprise. Commun. ACM 41(2), 79-82 (1998)
29. Shilakes, C., Tylman, J.: Enterprise information portals. Merrill Lynch (1998)
30. Wijsen, J.: Database repairing using updates. TODS 30(3), 722-768 (2005)