On repairing and querying inconsistent probabilistic spatio-temporal databases

被引:9
|
作者
Parisi, Francesco [1 ]
Grant, John [2 ,3 ]
机构
[1] Univ Calabria, Dept Informat Modeling Elect & Syst Engn, Arcavacata Di Rende, CS, Italy
[2] Univ Maryland, Dept Comp Sci, College Pk, MD 20742 USA
[3] Univ Maryland, UMIACS, College Pk, MD 20742 USA
关键词
Spatio-temporal databases; Probabilistic data; Inconsistency; Repairs; Consistent answers; CONSISTENCY CHECKING; REPRESENTATION; FRAMEWORK; SELECTION; QUERIES; LOGICS;
D O I
10.1016/j.ijar.2017.02.003
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We formally introduce the concept of repair and consistent answer for inconsistent probabilistic spatio-temporal databases. We start by defining the syntax and semantics of SPOT databases, a declarative framework that has been explored in recent years for the representation of spatio-temporal data with uncertainty expressed as probability intervals. In this framework we define and study multiple types of repairs. We also extend the concept of consistent answer to this framework and find that this can be done in several different ways. In emphasizing tractable cases we propose polynomial-time algorithms for computing consistent answers and repairs based on probability interval expansion, and experimentally validate our approach. (C) 2017 Elsevier Inc. All rights reserved.
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页码:41 / 74
页数:34
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