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Paper Abstract and Keywords
Presentation 2018-01-19 15:20
Accuracy Evaluations of Human Transportation Modes Recognition Using Communication Quality
Wataru Kawakami, Kenji Kanai, Wei Bo, Jiro Katto (Waseda Univ.) MoNA2017-58
Abstract (in Japanese) (See Japanese page) 
(in English) In this paper, we introduce a recognition method using communication quality factors in order to identify the transportation modes without additional sensor devices. In the proposed method, instead of the typical smartphone sensors, we collect mobile throughputs, Received Signal Strength Indicators (RSSIs) and cellular base station IDs (Cell IDs) in five general transportation modes (stationary, walking, riding a bicycle, a bus and a train) and train the classifiers by applying SVM (Support Vector Machine), k-Nearest Neighbor (k - NN) and Random Forest (RF). Results conclude that these transportation modes can be identified with high accuracy.
Keyword (in Japanese) (See Japanese page) 
(in English) Mobile sensing / Communication quality / Transportation modes recognition / Machine learning / QoS improvemnet / / /  
Reference Info. IEICE Tech. Rep., vol. 117, no. 390, MoNA2017-58, pp. 93-98, Jan. 2018.
Paper # MoNA2017-58 
Date of Issue 2018-01-11 (MoNA) 
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 MoNA  
Conference Date 2018-01-18 - 2018-01-19 
Place (in Japanese) (See Japanese page) 
Place (in English) Campus Plaza Kyoto 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Mobile Network, Application of Machine Learning, Mobile Data, etc. 
Paper Information
Registration To MoNA 
Conference Code 2018-01-MoNA 
Language English (Japanese title is available) 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Accuracy Evaluations of Human Transportation Modes Recognition Using Communication Quality 
Sub Title (in English)  
Keyword(1) Mobile sensing  
Keyword(2) Communication quality  
Keyword(3) Transportation modes recognition  
Keyword(4) Machine learning  
Keyword(5) QoS improvemnet  
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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 Wei Bo  
3rd Author's Affiliation Waseda University (Waseda Univ.)
4th Author's Name Jiro Katto  
4th Author's Affiliation Waseda University (Waseda Univ.)
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Speaker Author-1 
Date Time 2018-01-19 15:20:00 
Presentation Time 25 minutes 
Registration for MoNA 
Paper # MoNA2017-58 
Volume (vol) vol.117 
Number (no) no.390 
Page pp.93-98 
#Pages
Date of Issue 2018-01-11 (MoNA) 


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