Integrating conflicting data: The role of source dependence

Proceedings of the VLDB Endowment

Volumn 2, Issue 1, 2009, Pages 550-561

  Dong, Xin Luna ^a   Berti Equille, Laure ^b   Srivastava, Divesh ^a  

^a AT AND T LABS RESEARCH   (United States)

^b UNIVERSITÉ DE RENNES 1   (France)

Author keywords

[No Author keywords available]

Indexed keywords

HUMAN COMPUTER INTERACTION; INFORMATION MANAGEMENT; ITERATIVE METHODS; PORTALS;

BAYESIAN ANALYSIS; DATA INTEGRATION SYSTEM; ENTERPRISE DATA; MANAGEMENT APPLICATIONS; MULTIPLE SOURCE; NUMBER OF DATUM; NUMBER OF SOURCES; SCIENTIFIC DATA;

DATA INTEGRATION;

EID: 77954322933     PISSN: None     EISSN: 21508097     Source Type: Conference Proceeding    
DOI: 10.14778/1687627.1687690     Document Type: Article

References (16)

1. L. Berti-Equille, A. D. Sarma, X. L. Dong, A. Marian, and D. Srivastava. Sailing the information ocean with awareness of currents: Discovery and application of source dependence. In CIDR, 2009.
2. J. Bleiholder and F. Naumann. Conflict handling strategies in an integrated information system. In WWW, 2006.
3. A. Borodin, G. Roberts, J. Rosenthal, and P. Tsaparas. Link analysis ranking: algorithms, theory, and experiments. ACM TOIT, 5:231-297, 2005.
4. S. Brin and L. Page. The anatomy of a large-scale hypertextual Web search engine. Computer Networks and ISDN Systems, 30(1-7):107-117, 1998.
5. P. Buneman, J. Cheney, and S. V. Wang-Chiew Tan. Curated databases. In Proc. of PODS, 2008.
6. K. Chang. Combination of opinions: the expert problem and the group consensus problem. PhD thesis, University of California, Berkeley, 1985.
7. X. L. Dong, L. Berti-Equille, and D. Srivastava. Integrating conflicting data: the role of source dependence. http://www.research.att.com/lunadong/publication/indep techReport.pdf.
8. S. French. Updating of belief in the light of someone else's opinion. Jour. of Roy. Statist. Soc. Ser. A, 143:43-48, 1980.
9. S. Kamvar, M. Schlosser, and H. Garcia-Molina. The Eigentrust algorithm for reputation management in P2P networks. In Proc. of WWW, 2003.
10. J. M. Kleinberg. Authoritative sources in a hyperlinked environment. In SODA, 1998.
11. D. Lindley. Reconciliation of probability distributions. Oper. Res., 31:866-880, 1983.
12. Master data management. http://en.wikipedia.org/wiki/Master_Data_Management.
13. S. Schleimer, D. S. Wilkerson, and A. Aiken. Winnowing: Local algorithms for document fingerprinting. In Proc. of SIGMOD, 2003.
14. A. Singh and L. Liu. TrustMe: anonymous management of trust relationships in decentralized P2P systems. In IEEE Intl. Conf. on Peer-to-Peer Computing, 2003.
15. M. Wu and A. Marian. Corroborating answers from multiple web sources. In Proc. of WebDB, 2007.
16. X. Yin, J. Han, and P. S. Yu. Truth discovery with multiple conflicting information providers on the Web. In Proc. of SIGKDD, 2007.