Presentation 2018-03-02
[Invited Lecture] Machine Learning Based Regression of Fingerprint Database for Unknown Radio Localization
Azril Haniz, Gia Khanh Tran, Kei Sakaguchi, Jun-ichi Takada, Toshihiro Yamaguchi, Tsutomu Mitsui, Shintaro Arata,
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Abstract(in Japanese) (See Japanese page)
Abstract(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)
Keyword(in English) machine learningpropagation channelinterpolationurban environmentunknown radioillegal radiolocalizationfingerprint
Paper # SR2017-129
Date of Issue 2018-02-21 (SR)

Conference Information
Committee RCS / SR / SRW
Conference Date 2018/2/28(3days)
Place (in Japanese) (See Japanese page)
Place (in English) YRP
Topics (in Japanese) (See Japanese page)
Topics (in English) Mobile Communication Workshop
Chair Hidekazu Murata(Kyoto Univ.) / Kenta Umebayashi(Tokyo Univ. of Agric. and Tech.) / Tadao Nakagawa(Tottori Univ.)
Vice Chair Yukitoshi Sanada(Keio Univ.) / Eisuke Fukuda(Fujitsu Labs.) / Satoshi Suyama(NTT DoCoMo) / Masayuki Ariyoshi(NEC) / Suguru Kameda(Tohoku Univ.) / Satoshi Denno(Okayama Univ.) / Makoto Hamaminato(Fujitsu labs.)
Secretary Yukitoshi Sanada(Toshiba) / Eisuke Fukuda(Hokkaido Univ.) / Satoshi Suyama(NICT) / Masayuki Ariyoshi(ATR) / Suguru Kameda(NICT) / Satoshi Denno(Kyoto Univ.) / Makoto Hamaminato
Assistant Tetsuya Yamamoto(Panasonic) / Koichi Ishihara(NTT) / Kazushi Muraoka(NEC) / Shinsuke Ibi(Osaka Univ.) / Hiroshi Nishimoto(Mitsubishi Electric) / Mamiko Inamori(Tokai Univ.) / Hiroyuki Shiba(NTT) / Gia Khanh Tran(Tokyo Inst. of Tech.) / Syusuke Narieda(NIT, Akashi College) / Kentaro Saito(Tokyo Inst. of Tech.) / Hiromasa Yamauchi(Fujitsu labs.)

Paper Information
Registration To Technical Committee on Radio Communication Systems / Technical Committee on Smart Radio / Technical Committee on Short Range Wireless Communications
Language ENG
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) [Invited Lecture] Machine Learning Based Regression of Fingerprint Database for Unknown Radio Localization
Sub Title (in English)
Keyword(1) machine learningpropagation channelinterpolationurban environmentunknown radioillegal radiolocalizationfingerprint
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)
Date 2018-03-02
Paper # SR2017-129
Volume (vol) vol.117
Number (no) SR-457
Page pp.pp.81-88(SR),
#Pages 8
Date of Issue 2018-02-21 (SR)