Presentation | 2023-03-14 [Invited Talk] Information-Theoretic Analyses for Two Problems Taking Security into Consideration Shota Saito, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | This lecture surveys the following two problems: 1) parameter estimation problem under $(epsilon, delta)$-local differential privacy and 2) privacy-utility tradeoff problem. We model these problems mathematically and set performance criteria. Then, we describe information-theoretic analyses of fundamental limits. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Bayes risk / local differential privacy / parameter estimation / privacy-utility tradeoff |
Paper # | IT2022-71,ISEC2022-50,WBS2022-68,RCC2022-68 |
Date of Issue | 2023-03-07 (IT, ISEC, WBS, RCC) |
Conference Information | |
Committee | RCC / ISEC / IT / WBS |
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Conference Date | 2023/3/14(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Shunichi Azuma(Nagoya Univ.) / Noboru Kunihiro(Tsukuba Univ.) / Tetsuya Kojima(Tokyo Kosen) / Takashi Shono(Wind River) |
Vice Chair | Shunichi Azuma(Hokkaido Univ.) / Koji Ishii(Kagawa Univ.) / Junji Shikata(Yokohama National Univ.) / Goichiro Hanaoka(AIST) / Yasuyuki Nogami(Okayama Univ.) / Hiroyasu Ishikawa(Nihon Univ.) / Hideki Ochiai(Yokohama National Univ.) |
Secretary | Shunichi Azuma(CRIEPI) / Koji Ishii(Ritsumeikan Univ.) / Junji Shikata(AIST) / Goichiro Hanaoka(Ibaraki Univ.) / Yasuyuki Nogami(Saitamai Univ.) / Hiroyasu Ishikawa(Nagaoka Univ. of Tech.) / Hideki Ochiai(Okayama Prefectural Univ.) |
Assistant | SHAN LIN(NICT) / Ryosuke Adachi(Yamaguchi Univ.) / Yoshikazu Hanatani(Toshiba) / Takayuki Nozaki(Yamaguchi Univ.) / Sun Ran(Ibaraki Univ.) / Chen Na(NAIST) |
Paper Information | |
Registration To | Technical Committee on Reliable Communication and Control / Technical Committee on Information Security / Technical Committee on Information Theory / Technical Committee on Wideband System |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | [Invited Talk] Information-Theoretic Analyses for Two Problems Taking Security into Consideration |
Sub Title (in English) | Parameter Estimation Problem under Local Differential Privacy, and Privacy-Utility Tradeoff Problem |
Keyword(1) | Bayes risk |
Keyword(2) | local differential privacy |
Keyword(3) | parameter estimation |
Keyword(4) | privacy-utility tradeoff |
1st Author's Name | Shota Saito |
1st Author's Affiliation | Gunma University(Gunma Univ.) |
Date | 2023-03-14 |
Paper # | IT2022-71,ISEC2022-50,WBS2022-68,RCC2022-68 |
Volume (vol) | vol.122 |
Number (no) | IT-427,ISEC-428,WBS-429,RCC-430 |
Page | pp.pp.19-24(IT), pp.19-24(ISEC), pp.19-24(WBS), pp.19-24(RCC), |
#Pages | 6 |
Date of Issue | 2023-03-07 (IT, ISEC, WBS, RCC) |