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Paper Abstract and Keywords
Presentation 2023-03-01 11:00
Machine Learning Model for Clothing Coordination Support System
Marina Ooi, Haruhisa Hasegawa (Japan Women's Univ.) BioX2022-65 CNR2022-31
Abstract (in Japanese) (See Japanese page) 
(in English) It is difficult to decide what to wear before going out in consideration of on the weather, TPO, and personal preference. Many people feel it causes their great distress. We therefore propose a mobile application Therefore, the authors propose a mobile application system that provides efficient clothing coordination support for clothing selection. This system is intended to use machine learning (ML) and it is necessary to select the suitable ML-model based on the format and amount of data. In this paper, we propose data augmentation methods to improve the accuracy of the proposal, and show the evaluation of machine learning models appropriate for this application. This allows us to confirm the most appropriate machine learning model.
Keyword (in Japanese) (See Japanese page) 
(in English) Machine learning / clothing coordination support system / data augmentation / normalization / neural networks / MLP / Tab Net /  
Reference Info. IEICE Tech. Rep., vol. 122, no. 395, CNR2022-31, pp. 19-24, March 2023.
Paper # CNR2022-31 
Date of Issue 2023-02-22 (BioX, CNR) 
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 BioX2022-65 CNR2022-31

Conference Information
Committee CNR BioX  
Conference Date 2023-03-01 - 2023-03-02 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To CNR 
Conference Code 2023-03-CNR-BioX 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Machine Learning Model for Clothing Coordination Support System 
Sub Title (in English)  
Keyword(1) Machine learning  
Keyword(2) clothing coordination support system  
Keyword(3) data augmentation  
Keyword(4) normalization  
Keyword(5) neural networks  
Keyword(6) MLP  
Keyword(7) Tab Net  
Keyword(8)  
1st Author's Name Marina Ooi  
1st Author's Affiliation Japan Women's University (Japan Women's Univ.)
2nd Author's Name Haruhisa Hasegawa  
2nd Author's Affiliation Japan Women's University (Japan Women's Univ.)
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Speaker Author-1 
Date Time 2023-03-01 11:00:00 
Presentation Time 30 minutes 
Registration for CNR 
Paper # BioX2022-65, CNR2022-31 
Volume (vol) vol.122 
Number (no) no.394(BioX), no.395(CNR) 
Page pp.19-24 
#Pages 6 
Date of Issue 2023-02-22 (BioX, CNR) 

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