| Presentation | 2016-01-22 a Note on a Privacy-Preserving Method for Distributed Regularized Logistic Regression Hideyuki Masui, Nozomi Miya, Toshiyasu Matsushima, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we study a privacy-preserving logistic regression. We consider the situation that two users have different data. They want to calculate an L1 regularized estimator without showing their data each other. The protocol was proposed for such a situation. However, in each iteration, this protocol has to send information between two users until estimator has been converged. Furthermore, when we consider the case of logistic regression, we have to use iterative method to determine information to send and need much calculation time. We propose a protocol which guarantees equal security to existing protocol and reduces the number of times to send information and reduces calculation time. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | privacy-preserving data mining / regularized logistic regression / Bregman ADMM |
| Paper # | PRMU2015-131,MVE2015-53 |
| Date of Issue | 2016-01-14 (PRMU, MVE) |
| Conference Information | |
| Committee | PRMU / IPSJ-CVIM / MVE |
|---|---|
| Conference Date | 2016/1/21(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Eisaku Maeda(NTT) / / Minoru Kobayashi(Meiji Univ.) |
| Vice Chair | Shuji Senda(NEC) / Seiichi Uchida(Kyushu Univ.) / / Yoshinari Kameda(Univ. of Tsukuba) |
| Secretary | Shuji Senda(Mie Univ.) / Seiichi Uchida(DENSO IT Lab.) / / Yoshinari Kameda(Keio Univ.) |
| Assistant | Kazuaki Kondo(Kyoto Univ.) / Akisato Kimura(NTT) / / Reiko Ueoka(Kyushu Univ.) / Masaaki Iiyama(Kyoto Univ.) / Atsunobu Kimura(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Special Interest Group on Computer Vision and Image Media / Technical Committee on Multimedia and Virtual Environment |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | a Note on a Privacy-Preserving Method for Distributed Regularized Logistic Regression |
| Sub Title (in English) | |
| Keyword(1) | privacy-preserving data mining |
| Keyword(2) | regularized logistic regression |
| Keyword(3) | Bregman ADMM |
| 1st Author's Name | Hideyuki Masui |
| 1st Author's Affiliation | Waseda University(Waseda Univ.) |
| 2nd Author's Name | Nozomi Miya |
| 2nd Author's Affiliation | Waseda University(Waseda Univ.) |
| 3rd Author's Name | Toshiyasu Matsushima |
| 3rd Author's Affiliation | Waseda University(Waseda Univ.) |
| Date | 2016-01-22 |
| Paper # | PRMU2015-131,MVE2015-53 |
| Volume (vol) | vol.115 |
| Number (no) | PRMU-414,MVE-415 |
| Page | pp.pp.281-286(PRMU), pp.281-286(MVE), |
| #Pages | 6 |
| Date of Issue | 2016-01-14 (PRMU, MVE) |