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Paper Abstract and Keywords
Presentation 2018-03-02 09:00
[Invited Lecture] Machine Learning Based Regression of Fingerprint Database for Unknown Radio Localization
Azril Haniz, Gia Khanh Tran, Kei Sakaguchi, Jun-ichi Takada (Tokyo Tech), Toshihiro Yamaguchi, Tsutomu Mitsui, Shintaro Arata (Koden Electronics) SR2017-129
Abstract (in Japanese) (See Japanese page) 
(in English) Conventional fingerprinting techniques may face difficulties in dealing with the localization of unknown radios, due to the lack of knowledge regarding the radio parameters during the fingerprint database construction phase. In this paper, interpolation of the database in multiple domains as well as pattern matching will be discussed from a machine learning point of view, and evaluated through simulations.
Keyword (in Japanese) (See Japanese page) 
(in English) machine learning / propagation channel / interpolation / urban environment / unknown radio / illegal radio / localization / fingerprint  
Reference Info. IEICE Tech. Rep., vol. 117, no. 457, SR2017-129, pp. 81-88, Feb. 2018.
Paper # SR2017-129 
Date of Issue 2018-02-21 (SR) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380
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 SR2017-129

Conference Information
Committee RCS SR SRW  
Conference Date 2018-02-28 - 2018-03-02 
Place (in Japanese) (See Japanese page) 
Place (in English) YRP 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Mobile Communication Workshop 
Paper Information
Registration To SR 
Conference Code 2018-02-RCS-SR-SRW 
Language English 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Machine Learning Based Regression of Fingerprint Database for Unknown Radio Localization 
Sub Title (in English)  
Keyword(1) machine learning  
Keyword(2) propagation channel  
Keyword(3) interpolation  
Keyword(4) urban environment  
Keyword(5) unknown radio  
Keyword(6) illegal radio  
Keyword(7) localization  
Keyword(8) fingerprint  
1st Author's Name Azril Haniz  
1st Author's Affiliation Tokyo Institute of Technology (Tokyo Tech)
2nd Author's Name Gia Khanh Tran  
2nd Author's Affiliation Tokyo Institute of Technology (Tokyo Tech)
3rd Author's Name Kei Sakaguchi  
3rd Author's Affiliation Tokyo Institute of Technology (Tokyo Tech)
4th Author's Name Jun-ichi Takada  
4th Author's Affiliation Tokyo Institute of Technology (Tokyo Tech)
5th Author's Name Toshihiro Yamaguchi  
5th Author's Affiliation Koden Electronics (Koden Electronics)
6th Author's Name Tsutomu Mitsui  
6th Author's Affiliation Koden Electronics (Koden Electronics)
7th Author's Name Shintaro Arata  
7th Author's Affiliation Koden Electronics (Koden Electronics)
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Date Time 2018-03-02 09:00:00 
Presentation Time 25 
Registration for SR 
Paper # IEICE-SR2017-129 
Volume (vol) IEICE-117 
Number (no) no.457 
Page pp.81-88 
#Pages IEICE-8 
Date of Issue IEICE-SR-2018-02-21 

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