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Paper Abstract and Keywords
Presentation 2008-01-25 11:40
Evaluation of Learning Capabilities of BP Networks to Number of Input Signals
Shunsuke Kobayakawa, Hirokazu Yokoi (KITGS) SANE2007-116
Abstract (in Japanese) (See Japanese page) 
(in English) In general, BP network which learn a time series signal using one teacher signal and one input signal is that two teacher signal values or more correspond to same an input signal value occasionally. In such a state, the BP network cannot be learned. There is a technique adding input signals to the BP network etc. to solve this problem. In this research, we evaluated their learning capabilities using two nonlinear prediction system neuron networks with different number of input signals, to research what influence to learning capability in the adding input signals to the BP network. And, it was shown that the learning capability was high when there were a lot of numbers of input signals in conditions of this experiment.
Keyword (in Japanese) (See Japanese page) 
(in English) BP Network / Nonlinear Signal Prediction System / Number of Input Signals / Learning Capability / / / /  
Reference Info. IEICE Tech. Rep., vol. 107, no. 442, SANE2007-116, pp. 83-86, Jan. 2008.
Paper # SANE2007-116 
Date of Issue 2008-01-17 (SANE) 
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 SANE2007-116

Conference Information
Committee SANE  
Conference Date 2008-01-24 - 2008-01-25 
Place (in Japanese) (See Japanese page) 
Place (in English) Nagasaki Prefectural Art Museum 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Positioning, navigation and general 
Paper Information
Registration To SANE 
Conference Code 2008-01-SANE 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Evaluation of Learning Capabilities of BP Networks to Number of Input Signals 
Sub Title (in English)  
Keyword(1) BP Network  
Keyword(2) Nonlinear Signal Prediction System  
Keyword(3) Number of Input Signals  
Keyword(4) Learning Capability  
Keyword(5)  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Shunsuke Kobayakawa  
1st Author's Affiliation Kyushu Institute of Technology Graduate School (KITGS)
2nd Author's Name Hirokazu Yokoi  
2nd Author's Affiliation Kyushu Institute of Technology Graduate School (KITGS)
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Speaker Author-1 
Date Time 2008-01-25 11:40:00 
Presentation Time 25 minutes 
Registration for SANE 
Paper # SANE2007-116 
Volume (vol) vol.107 
Number (no) no.442 
Page pp.83-86 
#Pages 4 
Date of Issue 2008-01-17 (SANE) 

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