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Paper Abstract and Keywords
Presentation 2013-12-12 15:00
Effects of input patterns including noise on generalization of neural network systems with ensemble learning
Akihiro Tanaka, Satoru Kishida (Tottori Univ.) SIS2013-40
Abstract (in Japanese) (See Japanese page) 
(in English) We produced input patterns including noise and investigated the effect of them on the generalization of neural network systems with ensemble learning. From the results, we found that the generalization of neural network systems was dependent on noises and the difference of area between learning pattern of “0” and “1” in the input patterns. Therefore, the generalization are improved by ensemble learning.
Keyword (in Japanese) (See Japanese page) 
(in English) neural networks / classification / noise / ensemble learning / / / /  
Reference Info. IEICE Tech. Rep., vol. 113, no. 343, SIS2013-40, pp. 71-74, Dec. 2013.
Paper # SIS2013-40 
Date of Issue 2013-12-05 (SIS) 
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)
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Conference Information
Committee SIS  
Conference Date 2013-12-12 - 2013-12-13 
Place (in Japanese) (See Japanese page) 
Place (in English) Torigin Bunka Kaikan (Tottori) 
Topics (in Japanese) (See Japanese page) 
Topics (in English) System on Silicon, Applications of RFID, etc. 
Paper Information
Registration To SIS 
Conference Code 2013-12-SIS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Effects of input patterns including noise on generalization of neural network systems with ensemble learning 
Sub Title (in English)  
Keyword(1) neural networks  
Keyword(2) classification  
Keyword(3) noise  
Keyword(4) ensemble learning  
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1st Author's Name Akihiro Tanaka  
1st Author's Affiliation Tottori University (Tottori Univ.)
2nd Author's Name Satoru Kishida  
2nd Author's Affiliation Tottori University (Tottori Univ.)
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Speaker Author-1 
Date Time 2013-12-12 15:00:00 
Presentation Time 20 minutes 
Registration for SIS 
Paper # SIS2013-40 
Volume (vol) vol.113 
Number (no) no.343 
Page pp.71-74 
#Pages
Date of Issue 2013-12-05 (SIS) 


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