| Presentation | 2024-03-21 A poisoning-resilient LDP schema using oblivious transfer and Hadamard transform Masahiro Shimizu, Hiroaki Kikuchi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In recent years, Local Di?erential Privacy (LDP) has been actively used to collect and utilize users’ usage history from smart devices with privacy considerations. However, since LDP allows users to add noise by themselves, Cao et al. pointed out that it is vulnerable to poisoning attacks where malicious users can intentionally manipulate data and send it to servers, thereby tamper with the aggregation results. Therefore, this study examines the application of an Oblivious Transfer(OT) protocol to the LDP protocol CMS to improve robustness against poisoning attacks. To address the challenge that the amount of data transmission and processing costs increase in proportion to the length of CMS’s vector, we introduce the Hadamard Count Mean Sketch (HCMS) utilizing the Hadamard transform. The proposed method is experimentally implemented, and its security ande?ciency are evaluated using open data. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Local Differencial Privacy / Count Mean Sketch / Hadamard Count Mean Sketch / Oblivious Transfer / Hadamard transform |
| Paper # | ICSS2023-79 |
| Date of Issue | 2024-03-14 (ICSS) |
| Conference Information | |
| Committee | ICSS / IPSJ-SPT |
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| Conference Date | 2024/3/21(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | OIST |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Security, Trust, etc. |
| Chair | Daisuke Inoue(NICT) |
| Vice Chair | Akira Yamada(Kobe Univ.) / Toshihiro Yamauchi(Okayama Univ.) |
| Secretary | Akira Yamada(Mitsubishi Electric) / Toshihiro Yamauchi(Univ. of Electro-Comm.) |
| Assistant | Yo Kanemoto(NTT) / Masaya Sato(Okayama Prefectural Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Information and Communication System Security / Special Interest Group on Security Psychology and Trust |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A poisoning-resilient LDP schema using oblivious transfer and Hadamard transform |
| Sub Title (in English) | |
| Keyword(1) | Local Differencial Privacy |
| Keyword(2) | Count Mean Sketch |
| Keyword(3) | Hadamard Count Mean Sketch |
| Keyword(4) | Oblivious Transfer |
| Keyword(5) | Hadamard transform |
| 1st Author's Name | Masahiro Shimizu |
| 1st Author's Affiliation | Meiji University(Meiji Univ.) |
| 2nd Author's Name | Hiroaki Kikuchi |
| 2nd Author's Affiliation | Meiji University(Meiji Univ.) |
| Date | 2024-03-21 |
| Paper # | ICSS2023-79 |
| Volume (vol) | vol.123 |
| Number (no) | ICSS-448 |
| Page | pp.pp.71-78(ICSS), |
| #Pages | 8 |
| Date of Issue | 2024-03-14 (ICSS) |