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Paper Abstract and Keywords
Presentation 2012-03-14 17:15
The Number decision method of hidden units using the cumulative weight changing amount
Shuniti Ishi, Jun Rokui (Shimane Univ.) NC2011-147
Abstract (in Japanese) (See Japanese page) 
(in English) In this research, we verified about the method of determining the number of hidden units which is one
of the performance decrement factors of a hierarchical type neural network. We would like to focus attention on the
relation between the unit weight at the time of learning and the optimal number of hidden units. When performing
fixed count learning, the accumulation value of the amount of hidden unit weight change was used for estimation of
the number determination of hidden units. We propose the method of determining the optimal number of hidden
units by estimating division of each hidden unit on the basis of the amount of accumulation weight change of an
initial state. We verified the validity of the proposed method experimentally.
Keyword (in Japanese) (See Japanese page) 
(in English) neural network / cumulative weight / hidden units / / / / /  
Reference Info. IEICE Tech. Rep., vol. 111, no. 483, NC2011-147, pp. 153-158, March 2012.
Paper # NC2011-147 
Date of Issue 2012-03-07 (NC) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380
Copyright
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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 NC2011-147

Conference Information
Committee MBE NC  
Conference Date 2012-03-14 - 2012-03-16 
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 2012-03-MBE-NC 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) The Number decision method of hidden units using the cumulative weight changing amount 
Sub Title (in English)  
Keyword(1) neural network  
Keyword(2) cumulative weight  
Keyword(3) hidden units  
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1st Author's Name Shuniti Ishi  
1st Author's Affiliation Shimane University (Shimane Univ.)
2nd Author's Name Jun Rokui  
2nd Author's Affiliation Shimane University (Shimane Univ.)
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Speaker
Date Time 2012-03-14 17:15:00 
Presentation Time 25 
Registration for NC 
Paper # IEICE-NC2011-147 
Volume (vol) IEICE-111 
Number (no) no.483 
Page pp.153-158 
#Pages IEICE-6 
Date of Issue IEICE-NC-2012-03-07 


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