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Author, Editor

Author(s):

Jaeger, Manfred

dblp



BibTeX cite key*:

JaegerMI19

Title

Title*:

Relational Bayesian Networks: a Survey


mifinal-main.ps (360.49 KB)

Journal

Journal Title*:

Electronic Transactions on Artificial Intelligence

Journal's URL:

http://www.ida.liu.se/ext/etai/

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for the article:


Language:

English

Publisher

Publisher's
Name:

Linköping University Electronic Press

Publisher's URL:


Publisher's
Address:

Linköping, Sweden

ISSN:

1403-3526

Vol, No, Year, pp.

Volume:

6

Number:


Month:


Year*:

2002

Pages:


Number of VG Pages:


Sequence Number:


DOI:


Abstract, Links, (C)

Note:


(LaTeX) Abstract:

We give an overview of the relational Bayesian network modeling language.
First the semantic concept of a random relational structure model is
introduced, and then it is shown how such models can be represented
with relational Bayesian networks. We consider a number of inference
problems for relational Bayesian networks that range from elementary
probabilistic queries to the computation
of limit probabilities and learning problems. For some of these inference
problems fully developed solution algorithms are available, for others
we describe solution strategies by reduction to well-established logical
inference and numerical optimization problems.

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Categories / Keywords:


HyperLinks / References / URLs:


Copyright Message:


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Access Level:

Public

Correlation

MPG Unit:

Max-Planck-Institut für Informatik



MPG Subunit:

Programming Logics Group

Audience:

popular

Appearance:

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BibTeX Entry:

@MISC{JaegerMI19,
AUTHOR = {Jaeger, Manfred},
TITLE = {Relational Bayesian Networks: a Survey},
JOURNAL = {Electronic Transactions on Artificial Intelligence},
PUBLISHER = {Linköping University Electronic Press},
YEAR = {2002},
VOLUME = {6},
ADDRESS = {Link{\"o}ping, Sweden},
ISBN = {1403-3526},
}


Entry last modified by Manfred Jaeger, 03/12/2010
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Editor(s)
Manfred Jaeger
Created
01/15/2003 08:01:46 PM
Revisions
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Editor(s)
Manfred Jaeger
Christine Kiesel
Christine Kiesel
Christine Kiesel
Christine Kiesel
Edit Dates
06/23/2004 02:54:18 PM
11.09.2003 18:54:20
11.09.2003 15:55:05
26.08.2003 14:27:18
30.07.2003 14:56:13
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