Management of probabilistic data: foundations and challenges
N. Dalvi, and D. Suciu. PODS '07: Proceedings of the twenty-sixth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, page 1--12. New York, NY, USA, ACM Press, (2007)
DOI: http://doi.acm.org/10.1145/1265530.1265531
Abstract
Many applications today need to manage large data sets with uncertainties. In this paper we describe the foundations of managing data where the uncertainties are quantified as probabilities. We review the basic definitions of the probabilistic data model, present some fundamental theoretical result for query evaluation on probabilistic databases, and discuss several challenges, open problems, and research directions.
%0 Conference Paper
%1 1265531
%A Dalvi, Nilesh
%A Suciu, Dan
%B PODS '07: Proceedings of the twenty-sixth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
%C New York, NY, USA
%D 2007
%I ACM Press
%K * pdm
%P 1--12
%R http://doi.acm.org/10.1145/1265530.1265531
%T Management of probabilistic data: foundations and challenges
%U http://portal.acm.org/citation.cfm?doid=1265530.1265531
%X Many applications today need to manage large data sets with uncertainties. In this paper we describe the foundations of managing data where the uncertainties are quantified as probabilities. We review the basic definitions of the probabilistic data model, present some fundamental theoretical result for query evaluation on probabilistic databases, and discuss several challenges, open problems, and research directions.
%@ 978-1-59593-685-1
@inproceedings{1265531,
abstract = {Many applications today need to manage large data sets with uncertainties. In this paper we describe the foundations of managing data where the uncertainties are quantified as probabilities. We review the basic definitions of the probabilistic data model, present some fundamental theoretical result for query evaluation on probabilistic databases, and discuss several challenges, open problems, and research directions.
},
added-at = {2007-06-28T15:32:09.000+0200},
address = {New York, NY, USA},
author = {Dalvi, Nilesh and Suciu, Dan},
biburl = {https://www.bibsonomy.org/bibtex/29db9126ffda52ae4b8675266f2d7a5f9/juliengaugaz},
booktitle = {PODS '07: Proceedings of the twenty-sixth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems},
description = {Management of probabilistic data},
doi = {http://doi.acm.org/10.1145/1265530.1265531},
interhash = {68fed2a516bdb038408904debb9ff395},
intrahash = {9db9126ffda52ae4b8675266f2d7a5f9},
isbn = {978-1-59593-685-1},
keywords = {* pdm},
location = {Beijing, China},
pages = {1--12},
publisher = {ACM Press},
timestamp = {2007-06-28T15:32:22.000+0200},
title = {Management of probabilistic data: foundations and challenges},
url = {http://portal.acm.org/citation.cfm?doid=1265530.1265531},
year = 2007
}