| Presentation | 2023-10-12 Robustness trends of DP-SGD, a machine learning with differential privacy Takahiro Kanki, Shinpei Ogata, Kozo Okano, Shin Nakajima, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Although machine learning has been successful in various fields, there is a problem that an adversary can extract training data. Therefore, DP-SGD, which can perform machine learning while preserving the privacy of the training data, was developed. DP-SGD has been shown to decrease in accuracy with increasing privacy strength, but its robustness trend is not known. Therefore, in order to investigate the robustness trend of DP-SGD, we have developed a new method to investigate the robustness trend of DP-SGD by determining the robustness radius of DP-SGD with respect to the pairs of reference data and data under test. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | machine learning / DP-SGD / robustness / privacy strength |
| Paper # | SS2023-28,DC2023-34 |
| Date of Issue | 2023-10-04 (SS, DC) |
| Conference Information | |
| Committee | SS / DC |
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| Conference Date | 2023/10/11(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Kozo Okano(Shinshu Univ.) / Tatsuhiro Tsuchiya(Osaka Univ.) |
| Vice Chair | Yoshiki Higo(Osaka Univ.) / Toshinori Hosokawa(Nihon Univ.) |
| Secretary | Yoshiki Higo(Shinshu Univ.) / Toshinori Hosokawa(Tokyo Inst. of Tech.) |
| Assistant | Shinsuke Matsumoto(Osaka Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Software Science / Technical Committee on Dependable Computing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Robustness trends of DP-SGD, a machine learning with differential privacy |
| Sub Title (in English) | |
| Keyword(1) | machine learning |
| Keyword(2) | DP-SGD |
| Keyword(3) | robustness |
| Keyword(4) | privacy strength |
| 1st Author's Name | Takahiro Kanki |
| 1st Author's Affiliation | Sinshu University(Sinshu Univ) |
| 2nd Author's Name | Shinpei Ogata |
| 2nd Author's Affiliation | Sinshu University(Sinshu Univ) |
| 3rd Author's Name | Kozo Okano |
| 3rd Author's Affiliation | Sinshu University(Sinshu Univ) |
| 4th Author's Name | Shin Nakajima |
| 4th Author's Affiliation | National Institute of Informatics(NII) |
| Date | 2023-10-12 |
| Paper # | SS2023-28,DC2023-34 |
| Volume (vol) | vol.123 |
| Number (no) | SS-206,DC-207 |
| Page | pp.pp.38-43(SS), pp.38-43(DC), |
| #Pages | 6 |
| Date of Issue | 2023-10-04 (SS, DC) |