| Presentation | 2012-11-07 A Privacy Preserving Distributed Calculation Method of Least-squares Estimator for Linear Regression Models Tota SUKO, Shunsuke HORII, Manabu KOBAYASHI, Masayuki GOTO, Toshiyasu MATSUSHIMA, Shigeichi HIRASAWA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we study a privacy preserving linear regression analysis. We propose a new protocol of distributed calculation method that calculates a least squares estimator, in case that two parties have different types of explanatory variables. We show security of privacy in the proposed protocol. Because the protocol have iterative calculation, we evaluate the number of iterations with numerical experiments. Finally, we show an extended protocol that is a distributed calculation method for κ parties. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | linear regression model / least-square method / privacy preserving / distributed computation |
| Paper # | IBISML2012-49 |
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| Conference Information | |
| Committee | IBISML |
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| Conference Date | 2012/10/31(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Paper Information | |
| Registration To | Information-Based Induction Sciences and Machine Learning (IBISML) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Privacy Preserving Distributed Calculation Method of Least-squares Estimator for Linear Regression Models |
| Sub Title (in English) | |
| Keyword(1) | linear regression model |
| Keyword(2) | least-square method |
| Keyword(3) | privacy preserving |
| Keyword(4) | distributed computation |
| 1st Author's Name | Tota SUKO |
| 1st Author's Affiliation | Waseda University() |
| 2nd Author's Name | Shunsuke HORII |
| 2nd Author's Affiliation | Waseda University |
| 3rd Author's Name | Manabu KOBAYASHI |
| 3rd Author's Affiliation | Department of Information Science, School of Engineering, Shonan Institute of Technology |
| 4th Author's Name | Masayuki GOTO |
| 4th Author's Affiliation | Waseda University |
| 5th Author's Name | Toshiyasu MATSUSHIMA |
| 5th Author's Affiliation | Waseda University |
| 6th Author's Name | Shigeichi HIRASAWA |
| 6th Author's Affiliation | Waseda University |
| Date | 2012-11-07 |
| Paper # | IBISML2012-49 |
| Volume (vol) | vol.112 |
| Number (no) | 279 |
| Page | pp.pp.- |
| #Pages | 5 |
| Date of Issue | |