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A Study of Privacy Protection in Information Retrieval

Research Project

Project/Area Number 15H02700
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Multimedia database
Research InstitutionThe University of Tokyo

Principal Investigator

NAKAGAWA Hiroshi  東京大学, 情報基盤センター, 教授 (20134893)

Co-Investigator(Kenkyū-buntansha) 菊池 浩明  明治大学, 総合数理学部, 専任教授 (20266365)
荒井 ひろみ  国立研究開発法人理化学研究所, 革新知能統合研究センター, 研究員 (20631782)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥17,420,000 (Direct Cost: ¥13,400,000、Indirect Cost: ¥4,020,000)
Fiscal Year 2017: ¥5,460,000 (Direct Cost: ¥4,200,000、Indirect Cost: ¥1,260,000)
Fiscal Year 2016: ¥5,720,000 (Direct Cost: ¥4,400,000、Indirect Cost: ¥1,320,000)
Fiscal Year 2015: ¥6,240,000 (Direct Cost: ¥4,800,000、Indirect Cost: ¥1,440,000)
Keywords情報システム / プライバシー保護 / 個人情報 / 質問秘匿 / 差分プライバシー / 準同型公開鍵暗号 / 匿名加工情報 / 個人情報保護法 / 個人識別 / 匿名化アルゴリズム / 質問監査 / 情報検索 / 質問意図秘匿 / 密度比推定 / Gibbs事後分布 / ダミー単語 / 特許検索 / 暗号 / サンプリング
Outline of Final Research Achievements

Although the use of personal data which is particularly useful among big data is drawing attention, privacy protection of personal data is legally obligatory, and in order to realize sufficient utilization, it is indispensable to incorporate privacy protection technologies. In this research, as privacy protection technology, we propose new methods and evaluate them for the following research topics: application of differential privacy to density ratio estimation, theoretical expansion of differential privacy, algorithm to anonymize perchase history data, confidentiality of question intention by adding dummy question, countermeasures against leakage of privacy from answers to questions, privacy protection technology using isomorphic public key cryptography.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • Research Products

    (26 results)

All 2018 2017 2016 2015 Other

All Journal Article (7 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 6 results,  Acknowledgement Compliant: 1 results) Presentation (15 results) (of which Int'l Joint Research: 8 results) Book (2 results) Remarks (2 results)

  • [Journal Article] Privacy protection technologies: From protecting questioner to personal data anonymization2018

    • Author(s)
      中川裕志
    • Journal Title

      Journal of Information Processing and Management

      Volume: 60 Issue: 10 Pages: 710-718

    • DOI

      10.1241/johokanri.60.710

    • NAID

      130006300725

    • ISSN
      0021-7298, 1347-1597
    • Related Report
      2017 Annual Research Report
  • [Journal Article] Zipf Distribution Model for Quantifying Risk of Re-identification from Trajectory Data2016

    • Author(s)
      Hiroaki Kikuchi, Katsumi Takahashi
    • Journal Title

      Journal of Information Processing

      Volume: 24 Issue: 5 Pages: 816-823

    • DOI

      10.2197/ipsjjip.24.816

    • NAID

      130005415017

    • ISSN
      1882-6652
    • Related Report
      2017 Annual Research Report 2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 匿名加工・再識別コンテストIce and Fire:匿名加工方式とその安全性を評価する試み2016

    • Author(s)
      菊池浩明
    • Journal Title

      情報処理学会論文誌

      Volume: 57(9) Pages: 1900-1910

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] eラーニングをモデルとした内部犯行の予測因子の識別2016

    • Author(s)
      新原功一, 菊池浩明
    • Journal Title

      情報処理学会論文誌

      Volume: 57(9) Pages: 2064-2076

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 差分プライベート弱学習器の統合2015

    • Author(s)
      南賢太郎,荒井ひろみ,佐藤一誠,中川裕志
    • Journal Title

      情報処理学会論文誌数理モデル化と応用

      Volume: (TOM),8(2) Pages: 31-43

    • NAID

      110009877753

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Bayesian Differential Privacy on Correlated Data2015

    • Author(s)
      Bing Yang, Issei Sato, Hiroshi Nakagawa
    • Journal Title

      ACM SIGMOD

      Volume: 15 Pages: 747-762

    • DOI

      10.1145/2723372.2747643

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 暗号モジュールを搭載したプロセッサにおける暗号処理のオフローディング方式の効率化の提案と評価2015

    • Author(s)
      金子 洋平 , 齋藤 孝道 , 菊池 浩明
    • Journal Title

      情報処理学会論文誌

      Volume: 56(9) Pages: 1846-1856

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Presentation] Anonymization and Re-identification for Personal Transaction Data2017

    • Author(s)
      Hiroshi Nakagawa
    • Organizer
      Workshop on Design Issues for a data Anonymization Competition (WODIAC) on Privacy Enhancing Technologies Symposium (PETS) 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] パーソナル履歴データに対する匿名化と再識別2017

    • Author(s)
      中川裕志、出町彰啓、中川拓麻
    • Organizer
      SCIS2017(暗号と情報セキュリティシンポジウム)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 購買履歴データの匿名加工における距離関数を使った指標設計法2017

    • Author(s)
      野島 良、小栗 秀暢、菊池 浩明、中川 裕志、濱田 浩気、村上 隆夫、山岡 裕司、山口 高康、渡辺 知恵美
    • Organizer
      SCIS2017(暗号と情報セキュリティシンポジウム)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 匿名加工・再識別コンテストPWSCUP 2016の報告 ~安全性と有用性の評価~2017

    • Author(s)
      ④小栗 秀暢、菊池 浩明、中川 裕志、野島 良、濱田 浩気、村上 隆夫、山岡 裕司、山口 高康、渡辺 知恵美
    • Organizer
      SCIS2017(暗号と情報セキュリティシンポジウム)
    • Related Report
      2017 Annual Research Report
  • [Presentation] A Framework of Privacy Preserving Anomaly Detection、 Providing Traceability without Big Brother2017

    • Author(s)
      Hiromi Arai, Keita Emura, Takuya Hayashi
    • Organizer
      Workshop on Privacy in the Electronic Society (WPES 2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] Differential Privacy without Sensitivity2016

    • Author(s)
      Kentaro Minami, Hiromi Arai, Issei Sato, Hiroshi Nakagawa
    • Organizer
      NIPS 2016
    • Place of Presentation
      Barcelona, Spain
    • Year and Date
      2016-12-05
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 差分プライベート最小二乗密度比推定2016

    • Author(s)
      中川裕志
    • Organizer
      第30回人工知能学会全国大会
    • Related Report
      2016 Annual Research Report
  • [Presentation] Differential Privacy without Sensitivity2016

    • Author(s)
      Kentaro Minami,Hiromi Arai,Hiroshi Nakagawa
    • Organizer
      NIPS2016
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Study from the Data Anonymization Competition Pwscup 20152016

    • Author(s)
      Hiroaki Kikuchi
    • Organizer
      Data Privacy Management and Security Assurance (DPM 2016)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Efficient Privacy -Preserving Logistic Regression with Iteratively Re-weighted Least Squares2016

    • Author(s)
      Hiroaki Kikuchi
    • Organizer
      11th Asia Joint Conference on Information Security (AsiaJCIS)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Ice and Fire:Quantifying the Risk of Re-identication and Utility in Data Anonymization2016

    • Author(s)
      Hiroaki Kikuchi
    • Organizer
      IEEE 30th International Conference on Advanced Information Networking and Applications (AINA)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automated Detection of Drive-By Download Attack2015

    • Author(s)
      Hiroaki Kikuchi, Hiroaki Matsumoto, Hiroshi Ishii
    • Organizer
      9th International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS)
    • Place of Presentation
      Blumenau, Brazil
    • Year and Date
      2015-07-08
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 差分プライベート統合を用いた分散データからの線形回帰2015

    • Author(s)
      南 賢太郎、 荒井 ひろみ、 佐藤 一誠、 中川 裕志
    • Organizer
      第29回人工知能学会全国大会
    • Place of Presentation
      はこだて未来大学(北海道・函館市)
    • Related Report
      2015 Annual Research Report
  • [Presentation] (ε,δ)-differential privacy of Gibbs posteriors2015

    • Author(s)
      Kentaro Minami, Hiromi Arai, and Issei Sato
    • Organizer
      NIPS2015 workshop of Learning and privacy with incomplete data and weak supervison
    • Place of Presentation
      Montreal, Canada
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 最小二乗密度比推定における差分プライバシー2015

    • Author(s)
      高林裕太,荒井ひろみ, 中川裕志
    • Organizer
      情報処理学会 コンピュータセキュリティシンポジウム
    • Place of Presentation
      長崎ブリックホール(長崎県・長崎市)
    • Related Report
      2015 Annual Research Report
  • [Book] プライバシー保護入門 -法制度と技術-2016

    • Author(s)
      中川裕志
    • Total Pages
      246
    • Publisher
      勁草書房
    • Related Report
      2016 Annual Research Report
  • [Book] プライバシー保護入門 -法制度と数理的基礎 -2016

    • Author(s)
      中川裕志
    • Total Pages
      246
    • Publisher
      勁草書房
    • Related Report
      2015 Annual Research Report
  • [Remarks] 情報検索における質問者のプライバシー保護

    • Related Report
      2016 Annual Research Report
  • [Remarks] 中川裕志 Publications

    • URL

      https://sites.google.com/site/nakagawa3/publications

    • Related Report
      2015 Annual Research Report

URL: 

Published: 2015-04-16   Modified: 2019-03-29  

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