scholarly journals Representation of Bayesian networks as relational databases

1995 ◽  
pp. 117-130 ◽  
Author(s):  
S. K. M. Wong ◽  
Y. Xiang ◽  
X. Nie
Keyword(s):  
Bayesian Networks ◽  
Relational Databases

GLOBAL PROPAGATION IN BAYESIAN NETWORKS VS SEMIJOIN PROGRAMS IN RELATIONAL DATABASES

2005 ◽  
Vol 13 (05) ◽  
pp. 539-560
Author(s):  
DAN WU ◽  
MICHAEL WONG
Keyword(s):  
Bayesian Networks ◽  
Relational Databases ◽  
Probabilistic Reasoning ◽  
Uncertainty Management ◽  
Query Answering ◽  
Knowledge Representations

Bayesian networks have been well established as an effective framework for uncertainty management using probability. Various methods for probabilistic reasoning in Bayesian networks have been developed and matured. Recently, research has shown that there exists an intriguing relationship between Bayesian networks and relational databases. Adding to that intriguing relationship, in this paper, we reveal that the global propagation method for probabilistic reasoning in Bayesian networks has a close tie with the well known semijoin programs for query answering in relational databases. This linkage between these two apparently different but closely related knowledge representations suggests that well developed techniques for query answering in relational databases could be applied to probabilistic reasoning in Bayesian networks for large and complex domains.

XML Modeling of Fuzzy Data with Relational Databases

2011 ◽  
Vol 34 (2) ◽  
pp. 291-303 ◽  
Author(s):  
Li YAN ◽  
Zong-Min MA ◽  
Jian LIU ◽  
Fu ZHANG
Keyword(s):  
Relational Databases ◽  
Fuzzy Data

Bayesian Networks Based Reliability Analysis of Phased-Mission Systems

2009 ◽  
Vol 31 (10) ◽  
pp. 1814-1825 ◽  
Author(s):  
Dong LIU ◽  
Chun-Yuan ZHANG ◽  
Wei-Yan XING ◽  
Rui LI
Keyword(s):  
Bayesian Networks ◽  
Reliability Analysis
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