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Paper Abstract and Keywords
Presentation 2019-04-18 10:10
Accuracy Evaluations of Transportation Mode Recognition Based on Communication Quality of Mobile Video Using Transfer Learning
Wataru Kawakami, Kenji Kanai, Jiro Katto (Waseda Univ.) CS2019-3
Abstract (in Japanese) (See Japanese page) 
(in English) Recently, sustainability of high quality mobile services is mandatory because mobile terminals are explosively increasing and mobile application requires sufficient mobile wireless resources. To address this demand, the authors of this paper has proposed a transportation mode recognition method by only using communication quality factors, such as TCP throughput, RSSI and Cell ID. However, our previous research validates estimation accuracy in only limited environments; test data is collected in the same areas where training data is collected. Therefore, in this paper, we collect the test data in the different areas, apply transfer learning to provide efficient training and evaluate the accuracy of transportation mode recognition.
Keyword (in Japanese) (See Japanese page) 
(in English) Mobile sensing / Transportation mode recognition / Transfer learning / Deep learning / / / /  
Reference Info. IEICE Tech. Rep., vol. 119, no. 6, CS2019-3, pp. 13-18, April 2019.
Paper # CS2019-3 
Date of Issue 2019-04-11 (CS) 
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 CS2019-3

Conference Information
Committee CS CQ  
Conference Date 2019-04-18 - 2019-04-19 
Place (in Japanese) (See Japanese page) 
Place (in English) Osaka Univ. Library 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Optical/Wireless Access and Their Integration, QoS and QoE, Assessment / Measurement / Control / Optimization of Communication Quality, Network Services, etc 
Paper Information
Registration To CS 
Conference Code 2019-04-CS-CQ 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Accuracy Evaluations of Transportation Mode Recognition Based on Communication Quality of Mobile Video Using Transfer Learning 
Sub Title (in English)  
Keyword(1) Mobile sensing  
Keyword(2) Transportation mode recognition  
Keyword(3) Transfer learning  
Keyword(4) Deep learning  
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1st Author's Name Wataru Kawakami  
1st Author's Affiliation Waseda University (Waseda Univ.)
2nd Author's Name Kenji Kanai  
2nd Author's Affiliation Waseda University (Waseda Univ.)
3rd Author's Name Jiro Katto  
3rd Author's Affiliation Waseda University (Waseda Univ.)
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Speaker Author-2 
Date Time 2019-04-18 10:10:00 
Presentation Time 25 minutes 
Registration for CS 
Paper # CS2019-3 
Volume (vol) vol.119 
Number (no) no.6 
Page pp.13-18 
#Pages 6 
Date of Issue 2019-04-11 (CS) 

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