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» Conditioning Probabilistic Databases
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ICDE
2008
IEEE
160views Database» more  ICDE 2008»
16 years 2 months ago
Exploiting Lineage for Confidence Computation in Uncertain and Probabilistic Databases
We study the problem of computing query results with confidence values in ULDBs: relational databases with uncertainty and lineage. ULDBs, which subsume probabilistic databases, o...
Anish Das Sarma, Martin Theobald, Jennifer Widom
48
Voted
NAACL
2007
15 years 2 months ago
Multi-Document Relationship Fusion via Constraints on Probabilistic Databases
Previous multi-document relationship extraction and fusion research has focused on single relationships. Shifting the focus to multiple relationships allows for the use of mutual ...
Gideon Mann
CIKM
2010
Springer
14 years 10 months ago
Probabilistic ranking for relational databases based on correlations
This paper proposes a ranking method to exploit statistical correlations among pairs of attribute values in relational databases. For a given query, the correlations of the query ...
Jaehui Park, Sang-goo Lee
122
Voted
CORR
2010
Springer
160views Education» more  CORR 2010»
15 years 22 days ago
Scalable Probabilistic Databases with Factor Graphs and MCMC
Incorporating probabilities into the semantics of incomplete databases has posed many challenges, forcing systems to sacrifice modeling power, scalability, or treatment of relatio...
Michael L. Wick, Andrew McCallum, Gerome Miklau
88
Voted
PVLDB
2008
111views more  PVLDB 2008»
15 years 3 days ago
Approximate lineage for probabilistic databases
In probabilistic databases, lineage is fundamental to both query processing and understanding the data. Current systems s.a. Trio or Mystiq use a complete approach in which the li...
Christopher Ré, Dan Suciu