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Paper Abstract and Keywords
Presentation 2015-07-18 10:50
Feature extraction based on generation of Bayesian Network
Kaneharu Nishino, Mary Inaba (Univ. Tokyo) NC2015-13
Abstract (in Japanese) (See Japanese page) 
(in English) Networks used in Deep Learning generally have feedforward architectures, and they can not use top-down information for recognition. However in brains, there are not only feedforward connections from the lower level to the higher but also feedback connections from higher to lower. As the reason for the feedbacks, some studies propose that the information processing model of brains is based on a Bayesian Network. In this paper, we propose Bayesian AutoEncoder (BAE) to construct Bayesian Networks. The networks constructed by BAE can execute inference using bottom-up and top-down information. We confirmed that BAE can construct small networks and extract features.
Keyword (in Japanese) (See Japanese page) 
(in English) Batesian Network / feature extraction / / / / / /  
Reference Info. IEICE Tech. Rep., vol. 115, no. 148, NC2015-13, pp. 7-11, July 2015.
Paper # NC2015-13 
Date of Issue 2015-07-11 (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 NC2015-13

Conference Information
Committee MBE NC  
Conference Date 2015-07-18 - 2015-07-18 
Place (in Japanese) (See Japanese page) 
Place (in English) The University of Tokushima 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Me, general 
Paper Information
Registration To NC 
Conference Code 2015-07-MBE-NC 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Feature extraction based on generation of Bayesian Network 
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Keyword(1) Batesian Network  
Keyword(2) feature extraction  
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1st Author's Name Kaneharu Nishino  
1st Author's Affiliation The University of Tokyo (Univ. Tokyo)
2nd Author's Name Mary Inaba  
2nd Author's Affiliation The University of Tokyo (Univ. Tokyo)
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Speaker Author-1 
Date Time 2015-07-18 10:50:00 
Presentation Time 25 minutes 
Registration for NC 
Paper # NC2015-13 
Volume (vol) vol.115 
Number (no) no.148 
Page pp.7-11 
#Pages 5 
Date of Issue 2015-07-11 (NC) 

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