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Systematic studies on de-anonymization attacks and their countermeasures

Research Project

Project/Area Number 26330153
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Information security
Research InstitutionThe University of Electro-Communications

Principal Investigator

Yoshiura Hiroshi  電気通信大学, 大学院情報理工学研究科, 教授 (40361828)

Co-Investigator(Kenkyū-buntansha) 久保山 哲二  学習院大学, 付置研究所, 教授 (80302660)
Project Period (FY) 2014-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2016: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2014: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywordsプライバシー保護 / 個人情報保護 / 情報セキュリティ / 匿名化 / 個人特定 / 不正抑止 / 機械学習
Outline of Final Research Achievements

While data about various personal activities had been collected and used through data mining, such use of personal data had caused privacy problem. Anonymization techniques had been expected to solve the privacy problem but security of these techniques had not been sufficiently analyzed. To clarify the security of anonymization techniques, we studied de-anonymization attacks that enable re-identifying persons from anonymized data. We also studied level of anonymization that stands against the de-anonymization attacks. We developed our de-anonymization techniques based on machine learning by using real data of SNS posts and of location histories collected through WiFi base stations.

Report

(5 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (17 results)

All 2018 2017 2016 2015 2014 Other

All Int'l Joint Research (2 results) Journal Article (4 results) (of which Peer Reviewed: 4 results,  Acknowledgement Compliant: 1 results,  Open Access: 1 results) Presentation (11 results) (of which Int'l Joint Research: 8 results)

  • [Int'l Joint Research] University of Freiburg(Germany)

    • Related Report
      2016 Research-status Report
  • [Int'l Joint Research] University of Freiburg(Germany)

    • Related Report
      2015 Research-status Report
  • [Journal Article] Maintaining Information in Differential Privacy by Using Insensitive Relationships between Personal Attributes2018

    • Author(s)
      Takayasu Yamaguchi, Hiroshi Yoshiura
    • Journal Title

      International Journal of Informatics Society

      Volume: 10

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 機械学習を用いたソーシャルネットワークと履歴書の照合方式の提案2017

    • Author(s)
      橋本英奈 宮崎夏美 市野将嗣 久保山哲二 越前功 吉浦裕
    • Journal Title

      情報処理学会論文誌

      Volume: 58 Pages: 1863-1874

    • NAID

      120006763739

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ソーシャルネットワークの発言者を特定するシステムの提案と予備評価2016

    • Author(s)
      小川陽平、市野将嗣、久保山哲二、吉浦裕
    • Journal Title

      日本セキュリティ・マネジメント学会誌

      Volume: 30 Pages: 3-19

    • NAID

      40020970232

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 安全性と有用性のトレードオフが制御可能な顔画像の匿名化方式2015

    • Author(s)
      村木友哉, 内田貴之, 市野将嗣, 越前功, 吉浦裕
    • Journal Title

      日本セキュリティ・マネジメント学会誌

      Volume: 28 Pages: 3-18

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Utility of Anonymized Location Histories - Experiments Using Large-Scale Real-World Data -2018

    • Author(s)
      Fumito Nakazawa, Masatsugu Ichino, Hideki Yoshii, Hiroshi Yoshiura
    • Organizer
      2018 International Conference on Business and Information - Winter Session -
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Estimating Nationality from Behavioural Data2018

    • Author(s)
      Yoichi Midorikawa, Masatsugu Ichino, Hideki Yoshii, Hiroshi Yoshiura,
    • Organizer
      2018 International Conference on Business and Information - Winter Session -
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 移動履歴とソーシャルメディアの照合による個人の特定2017

    • Author(s)
      佐々木千慧, 浅見航太朗, 吉井英樹, 久保山哲二, 越前功, 吉浦裕
    • Organizer
      暗号と情報セキュリティシンポジウム(SCIS2017 )
    • Place of Presentation
      ロワジールホテル那覇(沖縄県,那覇市)
    • Year and Date
      2017-01-24
    • Related Report
      2016 Research-status Report
  • [Presentation] Privacy-Preserving Recommender System Based on Mining Large-Scale Data Distributed among Organizations2017

    • Author(s)
      Takayasu Yamaguchi, Hiroshi Yoshiura
    • Organizer
      2017 International Conference on Business and Information
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Strategy for Mitigating Information Loss in Anonymization by Using Nature of Personal Data2017

    • Author(s)
      Takayasu Yamaguchi, Hiroshi Yoshiura
    • Organizer
      2017 International Workshop on Informatics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Breaking Anonymity of Social Network Accounts by Using Coordinated and Extensible Classifiers based on Machine Learning2016

    • Author(s)
      Eina Hashimoto, Masatsugu Ichino, Tetsuji Kuboyama, Isao Echizen,Hiroshi Yoshiura
    • Organizer
      15th IFIP Conference on e-Business, e-Services and e-Society
    • Place of Presentation
      Swansea University(Wales, UK)
    • Year and Date
      2016-09-13
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Super-CWC and super-LCC: Super fast feature selection algorithms2015

    • Author(s)
      Kilho Shin, Tetsuji Kuboyama, Takako Hashimoto, Dave Shepard
    • Organizer
      IEEE International Conference on Big Data
    • Place of Presentation
      Santa Clara, USA
    • Year and Date
      2015-10-29
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] De-Anonymising Social Network Posts by Linking with Resume2015

    • Author(s)
      Yohei Ogawa, Eina Hashimoto, Masatsugu Ichino, Isao Echizen, Hiroshi Yoshiura
    • Organizer
      Workshop on Privacy by Transparency in Data-Centric Services
    • Place of Presentation
      Poznan, Poland
    • Year and Date
      2015-06-24
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Rule-Based Approach for Detecting Location Leaks of Short Text Messages2015

    • Author(s)
      Hoang-Quoc Nguyen-Son, Minh-Triet Tran, Hiroshi Yoshiura, Noboru Sonehara, Isao Echizen
    • Organizer
      Workshop on Privacy by Transparency in Data-Centric Services
    • Place of Presentation
      Poznan, Poland
    • Year and Date
      2015-06-24
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Effects of External Information on Anonymity and Role of Transparency with Example of Social Network De-anonymisation2014

    • Author(s)
      Haruno Kataoka, Yohei Ogawa, Isao Echizen, Tetsuji Kuboyama, Hiroshi Yoshiura
    • Organizer
      Fourth International Workshop on Resilience and IT-Risk in Social Infrastructures
    • Place of Presentation
      Fribourg, Switzerland
    • Year and Date
      2014-09-08
    • Related Report
      2014 Research-status Report
  • [Presentation] 安全性と有用性のトレードオフが調整可能な顔画像の匿名化2014

    • Author(s)
      内田貴之,村木友哉,市野将嗣, 越前功, 吉浦裕
    • Organizer
      日本セキュリティ・マネジメント学会全国大会
    • Place of Presentation
      東京
    • Year and Date
      2014-06-21
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2019-03-29  

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