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Paper Abstract and Keywords
Presentation 2014-03-18 15:40
A Time-series Processing Neural Network for Natural Language
Yukinori Homma, Masafumi Hagiwara (Keio Univ.) NC2013-114
Abstract (in Japanese) (See Japanese page) 
(in English) This paper proposes a novel time-series processing neural network to treat natural language.The proposed network is composed of 2 networks: Concept Network and Time-series Network.The concept network is a type of Symbolic Manipulation type Neural Network Model(SMNM), which organizes knowledge representation with association interconnecting symbols and stores semantic information of words in 4 different layers.The time-series network consists of an Echo State Network(ESN) and stores temporal information of words.We also applies the proposed network to a question-answering system for factoid questions.As shown by the experiments, the proposed network has good performances as an associative memory.In the question-answering experiment, the proposed system achieved about 0.55 in MRR, which is very close to the elaborated system based on artificial intelligence.
Keyword (in Japanese) (See Japanese page) 
(in English) Knowledge Representation / Echo State Network / Question-Answering / / / / /  
Reference Info. IEICE Tech. Rep., vol. 113, no. 500, NC2013-114, pp. 151-156, March 2014.
Paper # NC2013-114 
Date of Issue 2014-03-10 (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 NC2013-114

Conference Information
Committee NC MBE  
Conference Date 2014-03-17 - 2014-03-18 
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 2014-03-NC-MBE 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) A Time-series Processing Neural Network for Natural Language 
Sub Title (in English)  
Keyword(1) Knowledge Representation  
Keyword(2) Echo State Network  
Keyword(3) Question-Answering  
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1st Author's Name Yukinori Homma  
1st Author's Affiliation Keio University (Keio Univ.)
2nd Author's Name Masafumi Hagiwara  
2nd Author's Affiliation Keio University (Keio Univ.)
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Speaker
Date Time 2014-03-18 15:40:00 
Presentation Time 20 
Registration for NC 
Paper # IEICE-NC2013-114 
Volume (vol) IEICE-113 
Number (no) no.500 
Page pp.151-156 
#Pages IEICE-6 
Date of Issue IEICE-NC-2014-03-10 


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