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Distributed Regression Protocols for Privacy Preserving Data Mining

Research Project

Project/Area Number 25870812
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Intelligent informatics
Information security
Research InstitutionWaseda University

Principal Investigator

SUKO Tota  早稲田大学, 社会科学総合学術院, 講師 (40409660)

Project Period (FY) 2013-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2013: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywordsデータマイニング / プライバシー保護 / 分散計算 / 回帰分析 / アルゴリズム
Outline of Final Research Achievements

In this research, we study a privacy-preserving linear regression analysis. We consider the situation that a number of users have different data. They don’t want to show their data each other, but they want to calculate a certain estimator using all users data. Although some protocols conventionally proposed, we proposed some kind of protocols of distributed calculation method for practical use. we became privacy-preserving linear regression analysis available, if there is multicollinearity ,or sparse data.

Report

(3 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • Research Products

    (10 results)

All 2014 2013

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Open Access: 1 results,  Acknowledgement Compliant: 1 results) Presentation (7 results)

  • [Journal Article] Privacy-preserving Distributed Calculation Methods of a Least-squares Estimator for Linear Regression Models2014

    • Author(s)
      須子 統太, 堀井 俊佑, 小林 学, 後藤 正幸, 松嶋 敏泰, 平澤 茂一
    • Journal Title

      Journal of Japan Industrial Management Association

      Volume: 65 Issue: 2 Pages: 78-88

    • DOI

      10.11221/jima.65.78

    • NAID

      130004684287

    • ISSN
      1342-2618, 2187-9079
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Asymptotics of Bayesian Inference for a Class of Probabilistic Models under Misspecification2014

    • Author(s)
      Nozomi MIYA, Tota SUKO, Goki YASUDA, Toshiyasu MATSUSHIMA
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E97.A Issue: 12 Pages: 2352-2360

    • DOI

      10.1587/transfun.E97.A.2352

    • NAID

      130004706394

    • ISSN
      0916-8508, 1745-1337
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] プライバシー保護機能を持つ線形回帰モデルにおける最小二乗推定量の分散計算法について2014

    • Author(s)
      須子統太,堀井俊佑,小林学,後藤正幸,松嶋敏泰,平澤茂一
    • Journal Title

      日本経営工学会論文誌

      Volume: Vol.65,No.2

    • NAID

      130004684287

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] プライバシー保護機能を持つ分散型正則化最小二乗法について2014

    • Author(s)
      須子統太, 堀井俊佑, 小林学
    • Organizer
      第37回情報理論とその応用シンポジウム(SITA2014)
    • Place of Presentation
      富山県宇奈月
    • Year and Date
      2014-12-09 – 2014-12-12
    • Related Report
      2014 Annual Research Report
  • [Presentation] An Analysis of Purchasing and Browsing Histories on an EC Site Based on a New Latent Class Model2014

    • Author(s)
      Masayuki Goto, Kenta Mikawa, Manabu Kobayashi, Shunsuke Horii, Tota Suko, Shigeichi Hirasawa
    • Organizer
      The 1st East Asia Workshop on Industrial Engineering
    • Place of Presentation
      Hiroshima, Japan
    • Year and Date
      2014-11-08 – 2014-11-09
    • Related Report
      2014 Annual Research Report
  • [Presentation] Asymptotics of MLE-based Prediction for Semi-supervised Learning2014

    • Author(s)
      Goki Yasuda; Nozomi Miya; Tota Suko; Toshiyasu Matsushima
    • Organizer
      International Symposium on Information Theory and its Applications (ISITA2014)
    • Place of Presentation
      Melbourne
    • Year and Date
      2014-10-26 – 2014-10-29
    • Related Report
      2014 Annual Research Report
  • [Presentation] 線形回帰モデルにおけるベイズ決定理論に基づく予測の近似手法2013

    • Author(s)
      都築遼馬,須子統太,松嶋敏泰
    • Organizer
      第36回情報理論とその応用シンポジウム (SITA2013)
    • Place of Presentation
      静岡県伊東市伊東ホテル聚楽
    • Related Report
      2013 Research-status Report
  • [Presentation] 次数未知の多変数多項式回帰モデルにおけるベイズ予測2013

    • Author(s)
      山本粋士,須子統太,松嶋敏泰
    • Organizer
      第36回情報理論とその応用シンポジウム (SITA2013)
    • Place of Presentation
      静岡県伊東市伊東ホテル聚楽
    • Related Report
      2013 Research-status Report
  • [Presentation] 半教師付き学習における一致推定量に基づく予測の漸近評価2013

    • Author(s)
      安田豪毅,宮希望,須子統太,松嶋敏泰
    • Organizer
      第36回情報理論とその応用シンポジウム (SITA2013)
    • Place of Presentation
      静岡県伊東市伊東ホテル聚楽
    • Related Report
      2013 Research-status Report
  • [Presentation] 真の分布を含むとは限らない階層モデル族に対するベイズ推定の漸近評価2013

    • Author(s)
      宮希望,須子統太,安田豪毅,松嶋敏泰
    • Organizer
      第36回情報理論とその応用シンポジウム (SITA2013)
    • Place of Presentation
      静岡県伊東市伊東ホテル聚楽
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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