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 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) |
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MoNA2017-58 |
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) |
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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 |
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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 |
6 |
Date of Issue |
2018-01-11 (MoNA) |
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