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Paper Abstract and Keywords
Presentation 2010-11-04 15:00
[Poster Presentation] Advanced Susceptibility Propagation
Muneki Yasuda, Kazuyuki Tanaka (Tohoku Univ.)
Abstract (in Japanese) (See Japanese page) 
(in English) Inferences in Markov random fields are ones of the most important problems in information science.
Susceptibility propagations are the message passing type algorithm formulated in terms of belief propagations and linear response formulas.
They successfully give approximate schemes to compute covariances in Markov random fields
and have been applied to a wide range of applications, for example learning and inference in Boltzmann machines.
In the presented paper, we propose a new scheme to make improvements to the susceptibility propagations
and show the validity of our proposed method by using some numerical experiments.
Our proposed scheme gives better results with the same order of computational cost as the conventional one.
Keyword (in Japanese) (See Japanese page) 
(in English) Markov random field / Boltzmann machine / belief propagation / linear response formula / susceptibility propagation / / /  
Reference Info. IEICE Tech. Rep., vol. 110, no. 265, IBISML2010-67, pp. 59-63, Nov. 2010.
Paper # IBISML2010-67 
Date of Issue 2010-10-28 (IBISML) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380

Conference Information
Committee IBISML  
Conference Date 2010-11-04 - 2010-11-06 
Place (in Japanese) (See Japanese page) 
Place (in English) IIS, Univ. of Tokyo 
Topics (in Japanese) (See Japanese page) 
Topics (in English) IBIS 2010 (Workshop on Information-based Induction Sciences) 
Paper Information
Registration To IBISML 
Conference Code 2010-11-IBISML 
Language English (Japanese title is available) 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Advanced Susceptibility Propagation 
Sub Title (in English)  
Keyword(1) Markov random field  
Keyword(2) Boltzmann machine  
Keyword(3) belief propagation  
Keyword(4) linear response formula  
Keyword(5) susceptibility propagation  
1st Author's Name Muneki Yasuda  
1st Author's Affiliation Tohoku University (Tohoku Univ.)
2nd Author's Name Kazuyuki Tanaka  
2nd Author's Affiliation Tohoku University (Tohoku Univ.)
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Date Time 2010-11-04 15:00:00 
Presentation Time 180 
Registration for IBISML 
Paper # IEICE-IBISML2010-67 
Volume (vol) IEICE-110 
Number (no) no.265 
Page pp.59-63 
#Pages IEICE-5 
Date of Issue IEICE-IBISML-2010-10-28 

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