| Presentation | 2019-05-17 Examination of quantitative evaluation of attack method to restore the anonymized data Takaya Yamazoe, Kazumasa Omote, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | With the increasing scale of data, integrated analysis of data distributed to multiple institutions is required. On the other hand, collecting data from multiple institutions often involves privacy risks, and there is a methods called anonymization as a representative measure. In this research, we improve Model Inversion Attack, which is one of attacks against models, and propose the attack method against anonymized data which we call Data Inversion Attack. In the evaluation, the data that has been pk anonymized and matrix decomposition anonymized that can handle high-dimensional data is targeted, and the restoration of the original data is evaluated quantitatively. In particular, using the distribution of the original data as a baseline, we have shown that our attack method can contribute to restoration of anonymized data with higher accuracy than the baseline. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | anonymization / privacy / restore / Inversion Attack |
| Paper # | ISEC2019-4 |
| Date of Issue | 2019-05-10 (ISEC) |
| Conference Information | |
| Committee | ISEC |
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| Conference Date | 2019/5/17(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kikai-Shinko-Kaikan Bldg. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Atsushi Fujioka(Kanagawa Univ.) |
| Vice Chair | Shiho Moriai(NICT) / Shoichi Hirose(Univ. of Fukui) |
| Secretary | Shiho Moriai(Tokai Univ.) / Shoichi Hirose(NICT) |
| Assistant | Kazunari Omote(Tsukuba Univ.) / Yuuji Suga(IIJ) |
| Paper Information | |
| Registration To | Technical Committee on Information Security |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Examination of quantitative evaluation of attack method to restore the anonymized data |
| Sub Title (in English) | |
| Keyword(1) | anonymization |
| Keyword(2) | privacy |
| Keyword(3) | restore |
| Keyword(4) | Inversion Attack |
| 1st Author's Name | Takaya Yamazoe |
| 1st Author's Affiliation | Tsukuba University(Tsukuba Univ.) |
| 2nd Author's Name | Kazumasa Omote |
| 2nd Author's Affiliation | Tsukuba University(Tsukuba Univ.) |
| Date | 2019-05-17 |
| Paper # | ISEC2019-4 |
| Volume (vol) | vol.119 |
| Number (no) | ISEC-40 |
| Page | pp.pp.7-13(ISEC), |
| #Pages | 7 |
| Date of Issue | 2019-05-10 (ISEC) |