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Statistical access control based on a state-space model

Research Project

Project/Area Number 15K00195
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Information security
Research InstitutionThe Institute of Statistical Mathematics

Principal Investigator

Minami Kazuhiro  統計数理研究所, モデリング研究系, 准教授 (10579410)

Co-Investigator(Kenkyū-buntansha) 丹生 智也  大学共同利用機関法人情報・システム研究機構(機構本部施設等), 大学共同利用機関等の部局等, 研究員 (40635067)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2017: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2016: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2015: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywordsアクセス制御 / 匿名化 / 状態空間モデル / 隠れマルコフモデル / 統計開示抑制 / 最適化 / 統計開示制御 / セル秘匿問題 / Benders分割 / 位置情報プライバシー
Outline of Final Research Achievements

In recent years, various kinds of big data, most of which are concerned with our behavior history, has been actively utilized for data analysis. Since such historical data on our behaviors contains sensitive information on our privacy, we need a method for controlling access to sensitive information. However, time-series data on our activities tends to have high temporal and spatial correlations, we need a new access-control method for protecting time-series data under the presence of various inference attacks. In this research, we formulated the problem of access control as the inverse problem of state estimation in the state space model, and established a unified framework for designing a proper enforcement mechanism for access control.

Report

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

    (20 results)

All 2017 2016 2015

All Journal Article (8 results) (of which Int'l Joint Research: 5 results,  Peer Reviewed: 4 results,  Open Access: 5 results) Presentation (12 results) (of which Int'l Joint Research: 3 results,  Invited: 1 results)

  • [Journal Article] Statistical Disclosure Control for Tabular Data in R2017

    • Author(s)
      Kazuhiro Minami, Yutaka Abe
    • Journal Title

      Romanian Statistical Review

      Volume: 4 Pages: 67-76

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Electricity Self-Sufficient Community Clustering for Energy Resilience2016

    • Author(s)
      Yoshiki Yamagata, Daisuke Murakamia, Kazuhiro Minami, Nana Arizumi, Sho Kuroda, Tomoya Tanjo, Hiroshi Maruyama
    • Journal Title

      Energies

      Volume: 9 Pages: 543-543

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Resilient Community Clustering: A Graph Theoretical Approach2016

    • Author(s)
      Kazuhiro Minami, Tomoya Tanjo, Nana Arizumi, Hiroshi Maruyama, Daisuke Murakami, Yoshiki Yamagata
    • Journal Title

      Springer Urban Resilience -- A Transformative Approach

      Volume: 1 Pages: 115-133

    • Related Report
      2016 Research-status Report
    • Open Access / Int'l Joint Research
  • [Journal Article] Computational Framework of Resilience2016

    • Author(s)
      Nicolas Schwind, Kazuhiro Minami, Hiroshi Maruyama, Leena Ilmola
    • Journal Title

      Springer Urban Resilience -- A Transformative Approach

      Volume: 1 Pages: 239-257

    • Related Report
      2016 Research-status Report
    • Open Access / Int'l Joint Research
  • [Journal Article] 位置情報プライバシーの統計的安全性に向けて2016

    • Author(s)
      南 和宏
    • Journal Title

      岩波データサイエンス

      Volume: 4 Pages: 133-145

    • Related Report
      2016 Research-status Report
  • [Journal Article] Graph Partitioning of power grids considering electricity sharing2016

    • Author(s)
      Tomoya Tanjo, Kazuhiro Minami, and Hiroshi Maruyama
    • Journal Title

      International Journal of Smart Grid and Clean Energy

      Volume: 5(2) Pages: 112-120

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Formalization of Resilience for Constraint-Based Dynamic Systems2015

    • Author(s)
      Nicolas Schwind, Morgan Magnin, Katsumi Inoue, Tenda Okimoto, Taisuke Sato, Kazuhiro Minami, and Hiroshi Maruyama
    • Journal Title

      Journal of Reliable Intelligent Environments

      Volume: 2(1) Issue: 1 Pages: 17-35

    • DOI

      10.1007/s40860-015-0016-0

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] ビッグデータの活用とプライバシー保護技術2015

    • Author(s)
      南 和宏
    • Journal Title

      統計

      Volume: 9月号 Pages: 8-13

    • Related Report
      2015 Research-status Report
  • [Presentation] On-site Service and Safe Output Checking in Japan2017

    • Author(s)
      Ryo Kikuchi, Kazuhiro Minami
    • Organizer
      Joint UNECE/Eurostat Work Session on Statistical Data Confidentiality
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Statistical Disclosure Control for Tabular Data in R2017

    • Author(s)
      Kazuhiro Minami, Yutaka Abe
    • Organizer
      5th International Joint Conference New Challenges for Statistical Software - The Use of R in Official Statistics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An implementation of a cell suppression algorithm for tabular data in R and its challenges2017

    • Author(s)
      南和宏
    • Organizer
      統計関連学会連合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 調査票情報のオンサイト利用における分析結果の持ち出し基準について2017

    • Author(s)
      南和宏, 菊池亮
    • Organizer
      経済統計学会第61回全国研究大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 集計表セル秘匿処理の R 言語での実装と課題2017

    • Author(s)
      南和宏
    • Organizer
      研究集会「公的大規模データの利用におけるプライバシー保護の理論と応用」
    • Related Report
      2017 Annual Research Report
  • [Presentation] 位置情報プライバシーの統計的安全性2017

    • Author(s)
      南和宏
    • Organizer
      統計関連学会連合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 集計表秘匿における差分攻撃の考察2017

    • Author(s)
      南 和宏
    • Organizer
      2017年暗号と情報セキュリティシンポジウム
    • Place of Presentation
      沖縄
    • Related Report
      2016 Research-status Report
  • [Presentation] ビッグデータ利活用と推論攻撃2016

    • Author(s)
      南 和宏
    • Organizer
      ビッグデータ統合利用のための セキュアなコンテンツ共有・流通基盤の構築 シンポジウム 2016
    • Place of Presentation
      東京
    • Year and Date
      2016-03-21
    • Related Report
      2015 Research-status Report
    • Invited
  • [Presentation] Anonymization and Location Privacy2016

    • Author(s)
      Kazuhiro Minami
    • Organizer
      International Workshop on Spatial and Temporal Modeling from Statistical, Machine Learning and Engineering perspectives
    • Place of Presentation
      東京
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 再識別リスク評価と匿名化の展望2016

    • Author(s)
      南 和宏, 千田 浩司
    • Organizer
      コンピュータセキュリティシンポジウム
    • Place of Presentation
      秋田
    • Related Report
      2016 Research-status Report
  • [Presentation] オンデマンドバスのための乗り換えを含むリアルタイムルートスケジューリング2016

    • Author(s)
      政野 博紀, 柴田 直樹, Gao Juntao, 南 和宏, 伊藤 実
    • Organizer
      第24回マルチメディア通信と分散処理ワークショップ
    • Place of Presentation
      秋田
    • Related Report
      2016 Research-status Report
  • [Presentation] 統計的開示制御と差分プライバシー2015

    • Author(s)
      南 和宏
    • Organizer
      研究集会「官庁統計データの公開における諸問題の研究と他分野への応用」
    • Place of Presentation
      東京
    • Year and Date
      2015-12-11
    • Related Report
      2015 Research-status Report

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

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