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Author, Editor

Author(s):

Jaeger, Manfred

dblp



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

URL of the conference:

http://www.info-ab.uclm.es/isl/cuenca/indexold.html

URL for downloading the paper:

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.
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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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