Probabilistic models to reconcile complex data from inaccurate data sources

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

Volumn 6051 LNCS, Issue , 2010, Pages 83-97

  Blanco, Lorenzo ^a   Crescenzi, Valter ^a   Merialdo, Paolo ^a   Papotti, Paolo ^a  

^a ROMA TRE UNIVERSITY   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

COMPLEX DATA; DATA SOURCE; PROBABILISTIC MODELS; REAL LIFE DATA; WEB DATA; WEB SOURCES;

INFORMATION SYSTEMS; MODELS; SYSTEMS ENGINEERING; USER INTERFACES;

PROBABILITY DISTRIBUTIONS;

EID: 79955068748     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-13094-6_8     Document Type: Conference Paper

References (12)

1. Berti-Equille, L., Sarma, A.D., Dong, X., Marian, A., Srivastava, D.: Sailing the information ocean with awareness of currents: Discovery and application of source dependence. In: CIDR (2009).
2. Blanco, L., Crescenzi, V., Merialdo, P., Papotti, P.: Flint: Google-basing the web. In: EDBT (2008).
3. Blanco, L., Crescenzi, V., Merialdo, P., Papotti, P.: A probabilistic model to characterize the uncertainty of web data integration: What sources have the good data? Technical report, DIA - Roma Tre - TR146 (June 2009).
4. Cafarella, M.J., Etzioni, O., Suciu, D.: Structured queries over web text. IEEE Data Eng. Bull. 29(4), 45-51 (2006).
5. Dalvi, N.N., Suciu, D.: Management of probabilistic data: foundations and challenges. In: PODS, pp. 1-12 (2007). (Pubitemid 47620875)
6. Dong, X.L., Berti-Equille, L., Srivastava, D.: Integrating conflicting data: The role of source dependence. PVLDB 2(1), 550-561 (2009).
7. Dong, X.L., Berti-Equille, L., Srivastava, D.: Truth discovery and copying detection in a dynamic world. PVLDB 2(1), 562-573 (2009).
8. Downey, D., Etzioni, O., Soderland, S.: A probabilistic model of redundancy in information extraction. In: IJCAI, pp. 1034-1041 (2005).
9. Florescu, D., Koller, D., Levy, A.Y.: Using probabilistic information in data integration. In: VLDB, pp. 216-225 (1997).
10. Galland, A., Abiteboul, S., Marian, A., Senellart, P.: Corroborating information from disagreeing views. In: Proc. WSDM, New York, USA (2010).
11. Wu, M., Marian, A.: Corroborating answers from multiple web sources. In:WebDB (2007).
12. Yin, X., Han, J., Yu, P.S.: Truth discovery with multiple conflicting information providers on the web. IEEE Trans. Knowl. Data Eng. 20(6), 796-808 (2008). (Pubitemid 351606073)