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Paper Abstract and Keywords
Presentation 2013-03-15 10:40
On the self-organization of topographic mapping in Bolzmann machines
Akira Date (Univ. of Miyazaki), Koji Kurata (Univ. of Ryukyus) NC2012-169
Abstract (in Japanese) (See Japanese page) 
(in English) We propose a learning algorithm for Boltzmann neural fields developed by Kurata (1988). The Boltzmann machine learning algorithm is theoretically elegant and easy to implement in hardware but very slow in networks with interconnected hidden units. This definitive deficit has been overcome in part by G. E. Hinton et al. for Boltzmann machines with a bipartite graph structure．A two-layer model of Boltzmann neural field developed by Kurata (1988) has similar structure but there are connections within a second (hidden) layer. Since it does not have a bipartite graph structure, we could not apply Hinton's learning algorithm. By putting a constraint that
only local excitation pattern appears in the output layer, we have developed a learning algorithm without running all units stochastically. Now we can follow the learning dynamics of connections between units.
Keyword (in Japanese) (See Japanese page) 
(in English) Boltzmann machines / Topographic mapping / Neural fields / Self-organization / Probabilistic models / / /  
Reference Info. IEICE Tech. Rep., vol. 112, no. 480, NC2012-169, pp. 203-208, March 2013.
Paper # NC2012-169 
Date of Issue 2013-03-06 (NC) 
ISSN Print edition: ISSN 0913-5685    Online edition: ISSN 2432-6380
Copyright
and
reproduction		 All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
Download PDF NC2012-169

Conference Information
Committee MBE NC  
Conference Date 2013-03-13 - 2013-03-15 
Place (in Japanese) (See Japanese page) 
Place (in English) Tamagawa University 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To NC 
Conference Code 2013-03-MBE-NC 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) On the self-organization of topographic mapping in Bolzmann machines 
Sub Title (in English)  
Keyword(1) Boltzmann machines  
Keyword(2) Topographic mapping  
Keyword(3) Neural fields  
Keyword(4) Self-organization  
Keyword(5) Probabilistic models  
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Keyword(7)  
Keyword(8)  
1st Author's Name Akira Date  
1st Author's Affiliation University of Miyazaki (Univ. of Miyazaki)
2nd Author's Name Koji Kurata  
2nd Author's Affiliation University of Ryukyus (Univ. of Ryukyus)
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Speaker Author-1 
Date Time 2013-03-15 10:40:00 
Presentation Time 25 minutes 
Registration for NC 
Paper # NC2012-169 
Volume (vol) vol.112 
Number (no) no.480 
Page pp.203-208 
#Pages 6 
Date of Issue 2013-03-06 (NC) 

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