Models and issues on probabilistic data streams with Bayesian networks

Hideyuki Kawashima; Ryo Sato; Hiroyuki Kitagawa

doi:10.1109/SAINT.2008.108

Models and issues on probabilistic data streams with Bayesian networks

Hideyuki Kawashima, Ryo Sato, Hiroyuki Kitagawa

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

5 Citations (Scopus)

Abstract

This paper proposes the integration of probabilistic data streams and relational database by using Bayesian networks that is one of the most famous techniques for expressing uncertain contexts. A Baysian network is expressed by the graphical model while relational data are expressed by relation. To integrate them we make the relational model as the unified model for its simplicity. A Bayesian network is modeled as an abstract data type in an object relational database, and we define signatures to extract a probabilistic relation from a Bayesian network. We provide a scheme to integrate a probabilistic relation and normal relations. To allow continual queries over streams for a Bayesian network, we introduce a new concept, lifespan.

Original language	English
Title of host publication	Proceedings - 2008 International Symposium on Applications and the Internet, SAINT 2008
Pages	157-160
Number of pages	4
DOIs	https://doi.org/10.1109/SAINT.2008.108
Publication status	Published - 2008
Externally published	Yes
Event	2008 International Symposium on Applications and the Internet, SAINT 2008 - Turku, Finland Duration: 2008 Jul 28 → 2008 Aug 1

Publication series

Name	Proceedings - 2008 International Symposium on Applications and the Internet, SAINT 2008

Other

Other	2008 International Symposium on Applications and the Internet, SAINT 2008
Country/Territory	Finland
City	Turku
Period	08/7/28 → 08/8/1

ASJC Scopus subject areas

Computer Networks and Communications
Computer Science Applications

Access to Document

10.1109/SAINT.2008.108

Cite this

Models and issues on probabilistic data streams with Bayesian networks. / Kawashima, Hideyuki; Sato, Ryo; Kitagawa, Hiroyuki.

Proceedings - 2008 International Symposium on Applications and the Internet, SAINT 2008. 2008. p. 157-160 4604560 (Proceedings - 2008 International Symposium on Applications and the Internet, SAINT 2008).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Kawashima, H, Sato, R & Kitagawa, H 2008, Models and issues on probabilistic data streams with Bayesian networks. in Proceedings - 2008 International Symposium on Applications and the Internet, SAINT 2008., 4604560, Proceedings - 2008 International Symposium on Applications and the Internet, SAINT 2008, pp. 157-160, 2008 International Symposium on Applications and the Internet, SAINT 2008, Turku, Finland, 08/7/28. https://doi.org/10.1109/SAINT.2008.108

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Models and issues on probabilistic data streams with Bayesian networks

Abstract

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ASJC Scopus subject areas

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