PSQL: A query language for probabilistic relational data

被引:12
作者
Dey, D [1 ]
Sarkar, S
机构
[1] Univ Washington, Sch Business Adm, Seattle, WA 98195 USA
[2] Univ Texas, Sch Management, Richardson, TX 75803 USA
关键词
data uncertainty; probabilistic relational model; probabilistic SQL; query language;
D O I
10.1016/S0169-023X(98)00015-9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Database systems based on the relational model have become very popular for the storage of large volumes of business-related data. Although the relational model provides a great range of advantages over other data models, it was designed to support deterministic data and, consequently, it lacks a comprehensive way for handling uncertain data. However, in all real-world environments, uncertainty in data values is a common occurrence. Therefore, there is a need to extend the relational model so that data uncertainty can be captured explicitly. In an earlier work, we have proposed a probabilistic relational algebra that is a consistent extension of the conventional relational algebra and is reducible to the latter. The contribution of this work is the development of a non-procedural probabilistic query language-structured around the popular SQL-that can be built on top of that algebra. We formalize the extended syntax, provide examples to illustrate the syntax, and examine query formulation from a decision-theoretic perspective (C) 1998 Elsevier Science B.V.
引用
收藏
页码:107 / 120
页数:14
相关论文
共 10 条
[1]   THE MANAGEMENT OF PROBABILISTIC DATA [J].
BARBARA, D ;
GARCIAMOLINA, H ;
PORTER, D .
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 1992, 4 (05) :487-502
[2]  
Bischoff J., 1997, DATA WAREHOUSE PRACT
[3]  
Cavallo R., 1987, Proceedings of the Thirteenth International Conference on Very Large Data Bases: 1987 13th VLDB, P71
[4]   A probabilistic relational model and algebra [J].
Dey, D ;
Sarkar, S .
ACM TRANSACTIONS ON DATABASE SYSTEMS, 1996, 21 (03) :339-369
[5]   PRIOR PROBABILITIES [J].
JAYNES, ET .
IEEE TRANSACTIONS ON SYSTEMS SCIENCE AND CYBERNETICS, 1968, SSC4 (03) :227-&
[6]  
Klir G. J., 1987, Fuzzy Sets, Uncertainty, and Information
[7]   INCOMPLETE INFORMATION COSTS AND DATABASE DESIGN [J].
MENDELSON, H ;
SAHARIA, AN .
ACM TRANSACTIONS ON DATABASE SYSTEMS, 1986, 11 (02) :159-185
[8]  
MOTRO A, 1990, DATABASE ENG, V9, P213
[9]  
ONEILL P, 1994, DATABASE PRINCIPLES
[10]   FUSION, PROPAGATION, AND STRUCTURING IN BELIEF NETWORKS [J].
PEARL, J .
ARTIFICIAL INTELLIGENCE, 1986, 29 (03) :241-288