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Author, Editor(s)

Author(s):

Jaeger, Manfred

dblp



BibTeX cite key*:

Jaeger00

Title

Title*:

On the complexity of inference about probabilistic relational models

Journal

Journal Title*:

Artificial Intelligence

Journal's URL:

http://www.elsevier.nl/locate/artint

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for the article:


Language:

English

Publisher

Publisher's
Name:

Elsevier

Publisher's URL:


Publisher's
Address:

Amsterdam, the Netherlands

ISSN:

0004-3702

Vol, No, pp, Date

Volume*:

117

Number:


Publishing Date:

2000

Pages*:

297-308

Number of
VG Pages:

12

Page Start:


Page End:


Sequence Number:


DOI:


Note, Abstract, ©

Note:


(LaTeX) Abstract:

We investigate the complexity of probabilistic inference from
knowledge bases that encode probability distributions on finite domain
relational structures.
Our interest here lies in the
complexity in terms of the domain under consideration in a specific
application instance. We obtain the result that assuming NETIME$\neq$ETIME
this problem is not polynomial for reasonably expressive representation
systems. The main consequence of this result is that it is unlikely
to find inference techniques with a better
worst-case behavior than the commonly employed strategy of
constructing standard Bayesian networks over ground atoms
(knowledge based model construction).

URL for the Abstract:


Categories,
Keywords:


HyperLinks / References / URLs:


Copyright Message:


Personal Comments:


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Access Level:

MPG

Correlation

MPG Unit:

Max-Planck-Institut für Informatik



MPG Subunit:

Programming Logics Group

Audience:

experts only

Appearance:

MPII WWW Server, MPII FTP Server, MPG publications list, university publications list, working group publication list, Fachbeirat


BibTeX Entry:

@ARTICLE{Jaeger00,
AUTHOR = {Jaeger, Manfred},
TITLE = {On the complexity of inference about probabilistic relational models},
JOURNAL = {Artificial Intelligence},
PUBLISHER = {Elsevier},
YEAR = {2000},
VOLUME = {117},
PAGES = {297--308},
ADDRESS = {Amsterdam, the Netherlands},
ISBN = {0004-3702},
}


Entry last modified by Manfred Jaeger, 03/12/2010
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Editor(s)
Manfred Jaeger
Created
01/15/2001 07:17:27 PM
Revisions
6.
5.
4.
3.
2.
Editor(s)
Manfred Jaeger
Uwe Brahm
Christine Kiesel
Uwe Brahm
Uwe Brahm
Edit Dates
05/22/2003 07:58:03 PM
05/01/2001 02:40:00 PM
13.03.2001 11:50:28
01/25/2001 09:48:56 PM
25.01.2001 21:44:54