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Paper Abstract and Keywords
Presentation 2020-12-11 10:55
An application of Differentiable Neural Architecture Search to Multimodal Neural Networks
Yushiro Funoki, Satoshi Ono (Kagoshima Univ) AI2020-11
Abstract (in Japanese) (See Japanese page) 
(in English) This paper proposes a method that designs an architecture of a deep neural network for multimodal sequential data using a gradient-based neural structure search method named Differentiable Neural Architecture Search (DARTS). Experimental results using an emotion recognition dataset containing sequential data showed that the proposed method succeeded in
automatically designing a network structure with competitive performance to manually designed networks.
Keyword (in Japanese) (See Japanese page) 
(in English) Neural architecture search / Emotion recognition / Multimodal sequential data / / / / /  
Reference Info. IEICE Tech. Rep., vol. 120, no. 281, AI2020-11, pp. 52-56, Dec. 2020.
Paper # AI2020-11 
Date of Issue 2020-12-03 (AI) 
ISSN 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 AI2020-11

Conference Information
Committee AI  
Conference Date 2020-12-10 - 2020-12-10 
Place (in Japanese) (See Japanese page) 
Place (in English) Online and HAMAMATSU ACT CITY 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Foundations and application technologies for AI systems on the new normal 
Paper Information
Registration To AI 
Conference Code 2020-12-AI 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) An application of Differentiable Neural Architecture Search to Multimodal Neural Networks 
Sub Title (in English)  
Keyword(1) Neural architecture search  
Keyword(2) Emotion recognition  
Keyword(3) Multimodal sequential data  
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1st Author's Name Yushiro Funoki  
1st Author's Affiliation Kagoshima University (Kagoshima Univ)
2nd Author's Name Satoshi Ono  
2nd Author's Affiliation Kagoshima University (Kagoshima Univ)
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Speaker Author-1 
Date Time 2020-12-11 10:55:00 
Presentation Time 25 minutes 
Registration for AI 
Paper # AI2020-11 
Volume (vol) vol.120 
Number (no) no.281 
Page pp.52-56 
#Pages
Date of Issue 2020-12-03 (AI) 


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