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Proceedings Article, Paper


@InProceedings
Beitrag in Tagungsband, Workshop
Author, Editor
Author(s):
Jaeger, Manfreddblp
Editor(s):
BibTeX cite key*:
JaegerPGM02
Title, Booktitle
Title*:
Probababilistic Decision Graphs - Combining Verification and AI Techniques for Probabilistic Inference
pgmfinal.ps (195.44 KB)
Booktitle*:
Proceedings of the First European Workshop on Probabilistic Graphical Models
Event, URLs
Conference URL::
http://www.info-ab.uclm.es/isl/cuenca/indexold.html
Downloading URL:
http://www.mpi-sb.mpg.de/~jaeger/publications/PGM02.ps.gz
Event Address*:
Cuenca, Spain
Language:
English
Event Date*
(no longer used):
-- November 6-8, 2002
Organization:
Event Start Date:
6 November 2002
Event End Date:
8 November 2002
Publisher
Name*:
Computer Science Department, University of Castilla - La Mancha
URL:
Address*:
-
Type:
Vol, No, Year, pp.
Series:
Volume:
Number:
Month:
November
Pages:
81-88
Year*:
2002
VG Wort Pages:
ISBN/ISSN:
Sequence Number:
DOI:
Note, Abstract, ©
(LaTeX) Abstract:
We adopt probabilistic decision graphs developed in the
field of automated verification as a tool for probabilistic model
representation and inference.
We show that probabilistic inference has linear time complexity in
the size of the probabilistic decision graph, that the smallest
probabilistic decision graph for a given distribution is at most
as large as the smallest junction tree for the same distribution,
and that in some cases it can in fact be much smaller.
Behind these very promising features of probabilistic decision graphs
lies the fact that they integrate into a single coherent framework
a number of representational
and algorithmic optimizations
developed for Bayesian networks (use of hidden variables, context-specific
independence, structured representation of conditional probability tables).
URL for the Abstract:
http://www.mpi-sb.mpg.de/~jaeger/publications/PGM02abstract.html
Download
Access Level:
Public

Correlation
MPG Unit:
Max-Planck-Institut für Informatik
MPG Subunit:
Programming Logics Group
Appearance:
MPII WWW Server, MPII FTP Server, MPG publications list, university publications list, working group publication list, Fachbeirat, VG Wort



BibTeX Entry:
@INPROCEEDINGS{JaegerPGM02,
AUTHOR = {Jaeger, Manfred},
 TITLE = {Probababilistic Decision Graphs - Combining Verification and AI Techniques for Probabilistic Inference},
 BOOKTITLE = {Proceedings of the First European Workshop on Probabilistic Graphical Models},
 PUBLISHER = {Computer Science Department, University of Castilla - La Mancha},
 YEAR = {2002},
 PAGES = {81--88},
 ADDRESS = {Cuenca, Spain},
 MONTH = {November},
}

Entry last modified by Christine Kiesel, 03/12/2010
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Editor(s)
Manfred Jaeger		Created
01/15/2003 07:50:33 PM
Revisions
6.
5.
4.
3.
2.		Editor(s)
Christine Kiesel
Christine Kiesel
Christine Kiesel
Manfred Jaeger
Manfred Jaeger		Edit Dates
12.08.2003 17:46:05
29.07.2003 14:53:46
07.07.2003 15:36:56
05/22/2003 07:48:54 PM
15/01/2003 20:05:49

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