Efficient aggregation algorithms for probabilistic data

Proceedings of the Annual ACM-SIAM Symposium on Discrete Algorithms

Volumn 07-09-January-2007, Issue , 2007, Pages 346-355

  Jayram, T S ^a   Kale, Satyen ^b   Vee, Erik ^c  

^a IBM ALMADEN RESEARCH CENTER   (United States)

^b PRINCETON UNIVERSITY   (United States)

^c YAHOO RESEARCH   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

DATA COMMUNICATION SYSTEMS; DATA MINING; MATHEMATICAL OPERATORS;

AGGREGATION ALGORITHMS; DATA STREAM ALGORITHMS; DETERMINISTIC ALGORITHMS; EXPERIMENTAL ANALYSIS; GENERATING FUNCTIONS; NUMERICAL INTEGRATIONS; PROBABILISTIC DATABASE; PROBABILISTIC STREAMS;

ALGORITHMS;

EID: 84969256729     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (24)

1. [ABC] Marcelo Arenas, Leopoldo E. Bertossi, and Jan Chomicki. Consistent Query Answers in Inconsistent Databases. In PODS 1999.
2. [ABC+03] Marcelo Arenas, Leopoldo E. Bertossi, Jan Chomicki, Xin He, Vijay Raghavan, and Jeremy Spinrad. Scalar Aggregation in Inconsistent Databases. Theor. Comput. Sci., 3(296):405-434, 2003.
3. [AKG87] Serge Abiteboul, Paris C. Kanellakis, and Gösta Grahne. On the Representation and Querying of Sets of Possible Worlds. In SIGMOD, 1987.
4. [BBD+02] Brian Babcock, Shivnath Babu, Mayur Datar, Rajeev Motwani, and Jennifer Widom. Models and issues in data stream systems. In PODS, pages 1-16, 2002.
5. [BDJ+05] Doug Burdick, Prasad M. Deshpande, T. S. Jayram, Raghu Ramakrishnan, and Shivakumar Vaithyanathan. Olap over uncertain and imprecise data. In VLDB '05: Proceedings of the 31st international conference on Very large data bases, pages 970-981. VLDB Endowment, 2005.
6. [BGL96] David A. Bell, J. W. Guan, and Suk Kyoon Lee. Generalized Union and Project Operations for Pooling Uncertain and Imprecise Information. Data Knowl. Eng., 18(2):89-117, 1996.
7. [CCT96] Arbee L. P. Chen, Jui-Shang Chiu, and Frank Shou-Cheng Tseng. Evaluating Aggregate Operations over Imprecise Data. IEEE TKDE, 8(2):273-284, 1996.
8. [CKP03] Reynold Cheng, Dmitri V. Kalashnikov, and Sunil Prabhakar. Evaluating Probabilistic Queries over Imprecise Data. In SIGMOD, 2003.
9. [CP87] R. Cavallo and M. Pittarelli. The Theory of Probabilistic Databases. In VLDB, 1987.
10. [DS98] Debabrata Dey and Sumit Sarkar. PSQL: A Query Language for Probabilistic Relational Data. Data Knowl. Eng., 28(1):107-120, 1998.
11. [DS04] Nilesh N. Dalvi and Dan Suciu. Efficient query evaluation on probabilistic databases. In VLDB, pages 864-875, 2004.
12. [FR97] Norbert Fuhr and Thomas Roelleke. A probabilistic relational algebra for the integration of information retrieval and database systems. ACM Trans. Inf. Syst., 15(1):32-66, 1997.
13. [GMP92] H. Garcia-Molina and D. Porter. The Management of Probabilistic Data. IEEE TKDE, 4:487-501, 1992.
14. [Lip81] J. D. Lipson. Elements of algebra and algebraic computing. Addison-Wesley Publishing Company, 1981.
15. [LLRS97] Laks V. S. Lakshmanan, Nicola Leone, Robert Ross, and V. S. Subrahmanian. Prob View: A Flexible Probabilistic Database System. ACM TODS, 22(3):419-469, 1997.
16. [Mot90] Amihai Motro. Accommodating Imprecision in Database Systems: Issues and Solutions. SIGMOD Record, 19(4):69-74, 1990.
17. [Mot96] Amihai Motro. Sources of Uncertainty, Imprecision and Inconsistency in Information Systems. In Uncertainty Management in Information Systems, pages 9-34. 1996.
18. [MSS01] Sally I. McClean, Bryan W. Scotney, and Mary Shapcott. Aggregation of Imprecise and Uncertain Information in Databases. IEEE TKDE, 13(6):902-912, 2001.
19. [Mut06] S. Muthukrishnan. Data streams: Algorithms and applications. Foundations and Trends in Theoretical Computer Science, 1(2), 2006.
20. [PTVF92] William H. Press, Saul A. Teukolsky, William T. Vetterling, and Brian P. Flannery. Numerical Recipes in C: The Art of Scientific Computing. Cambridge University Press, New York, NY, USA, 1992.
21. [RB92] Elke A. Rundensteiner and Lubomir Bic. Evaluating Aggregates in Possibilistic Relational Databases. Data Knowl. Eng., 7(3):239-267, 1992.
22. [RSG05] Robert Ross, V. S. Subrahmanian, and John Grant. Aggregate Operators in Probabilistic Databases. J. ACM, 52(1):54-101, 2005.
23. [SD05] Dan Suciu and Nilesh N. Dalvi. Foundations of probabilistic answers to queries. In SIGMOD Conference, page 963, 2005.
24. [SSD] SSDM. Stanford stream data Manager. http://www-db.stanford.edu/stream/.