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Probabilistic Keys

delete2017-03-01
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OA
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DOI:10.1109/TKDE.2016.2633342delete
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Abstract

Abstract

En 中文
Probabilistic databases address well the requirements of an increasing number of modern applications that produce large volumes of uncertain data from a variety of sources. Probabilistic keys enforce the integrity of entities in order to facilitate data processing in probabilistic database systems. For this purpose, we establish algorithms for an agile schema- and data-driven elicitation of the marginal probability by which keys should hold in a given application domain, and for reasoning about these keys. The efficiency of our elicitation framework is demonstrated theoretically and experimentally.
Keywords:
Database models
database semantics
decision problems
uncertainty
fuzzy
and probabilistic reasoning
elicitation methods
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Journal

IEEE Transactions on Knowledge and Data Engineering cover
IEEE Transactions on Knowledge and Data Engineering
IF:
10.4
Papers:
6.7K
Citations:
3.2W

Organization

U
University of Auckland
Scholars:
2.3W
Papers: 2.4W
Citations: 3.3W