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Distributed privacy preserving statistical computation for IoT in inter-cloud computing environment

Research Project

Project/Area Number 26330085
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Software
Research InstitutionOsaka University

Principal Investigator

Nakagawa Ikuo  大阪大学, サイバーメディアセンター, 招へい准教授 (70647437)

Co-Investigator(Kenkyū-buntansha) 下條 真司  大阪大学, サイバーメディアセンター, 教授 (00187478)
樋地 正浩  東北大学, 経済学研究科, 教授 (40400212)
福本 昌弘  高知工科大学, 情報学群, 教授 (70299387)
菊池 豊  高知工科大学, 地域連携機構, 教授 (80242288)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2016: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2015: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Fiscal Year 2014: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
KeywordsIoT / Intercloud / Statistical Computation / Privacy Preserving / Internet of Things / Cloud Computing / Distributed Computing / Statistical Computing / インタークラウド / ビッグデータ / 分散秘匿分析
Outline of Final Research Achievements

In this research, we proposed distributed privacy preserving statistical computation mechanism for processing a huge amount of IoT sensor data, where we reduce the risk of revealing privacy data while we would use scalable, elastic and cost effective computing power of public cloud. In the mechanism, IoT devices upload their data into multiple cloud computing environment with privacy preserving technique so that it reduce the risk of privacy data, while we would achieve accurate statistical indices.
We designed and implemented prototype system for the mechanism and proved its effectiveness. We also extended the mechanism to be scalable and resilient with DHT and distributed transaction technique.
We proposed to apply our mechanism for some business cases, such as smart home, healthcare or online voting. We designed and implemented the prototype for the case of smart home, as well.

Report

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

    (11 results)

All 2016 2015 2014

All Journal Article (1 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 1 results,  Open Access: 1 results) Presentation (10 results) (of which Int'l Joint Research: 3 results,  Invited: 1 results)

  • [Journal Article] Dripcast - Architecture and Implementation of Server-less Java Programming Framework for Billions of IoT Devices2015

    • Author(s)
      Ikuo Nakagawa, Masahiro Hiji, Hiroshi Esaki
    • Journal Title

      Journal of Information Processing

      Volume: 23 Issue: 4 Pages: 458-464

    • DOI

      10.2197/ipsjjip.23.458

    • NAID

      130005088395

    • ISSN
      1882-6652
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] Cases - IoT/BigData changes your business2016

    • Author(s)
      Ikuo Nakagawa
    • Organizer
      Cloud Expo 2016 West
    • Place of Presentation
      Santa Clara, USA
    • Year and Date
      2016-11-01
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Design and Implementation of Global Reference and Indirect Method Invocation Mechanisms in the Dripcast2016

    • Author(s)
      Ikuo Nakagawa
    • Organizer
      COMPSAC2016
    • Place of Presentation
      Atlanta, USA
    • Year and Date
      2016-06-10
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 秘匿分散統計解析手法 "m-cloud" における分散トランザクション手法の設計と実装2016

    • Author(s)
      中川郁夫、樋地正浩、菊池豊、福本昌弘、下條真司
    • Organizer
      情報処理学会 第32回 IOT研究会
    • Place of Presentation
      虹の松原ホテル(佐賀県唐津市)
    • Year and Date
      2016-03-02
    • Related Report
      2015 Research-status Report
  • [Presentation] 秘密分散統計解析手法を応用したスマートホームシステムの設計と実装2016

    • Author(s)
      中川郁夫、樋地正浩、菊池豊、福本昌弘、下條真司
    • Organizer
      ITRC/RICC Workshop 7th
    • Place of Presentation
      沖縄県市町村自治館(沖縄県那覇市)
    • Year and Date
      2016-02-26
    • Related Report
      2015 Research-status Report
  • [Presentation] インタークラウド環境での秘匿分散統計解析手法を応用したビジネスモデルの検討2016

    • Author(s)
      中川郁夫
    • Organizer
      日本学術振興会産学協力研究委員会インターネット技術第 163 委員会 (ITRC) 地域間インタークラウド分科会
    • Place of Presentation
      北海道大学, 北海道, 札幌市
    • Related Report
      2016 Annual Research Report
  • [Presentation] 秘密分散バックアップした医療データの部分復元システム2016

    • Author(s)
      田中麻実, 福本昌弘
    • Organizer
      電子情報通信学会IA研究会
    • Place of Presentation
      広島市立大学, 広島県, 広島市
    • Related Report
      2016 Annual Research Report
  • [Presentation] DHT extension of m-cloud - scalable and distributed privacy preserving statistical computation on public cloud.2015

    • Author(s)
      Ikuo Nakagawa, Yoshifumi Hashimoto, Mitsuharu Goto, Masahiro Hiji, Yutaka Kikuchi, Masahiro Fukumoto, Shinji Shimojo
    • Organizer
      IEEE COMPSAC 2015, Fast Abstract
    • Place of Presentation
      Taiwan
    • Year and Date
      2015-07-01 – 2015-07-05
    • Related Report
      2014 Research-status Report
  • [Presentation] DHT extension of m-cloud - scalable and distributed privacy preserving statistical computation on public cloud2015

    • Author(s)
      Ikuo Nakagawa, Masahiro Hiji, Yutaka Kikuchi, Masahiro Fukumoto, Shinji Shimojo
    • Organizer
      39th IEEE COMPSAC 2015
    • Place of Presentation
      Tunghai University (Taichung, Taiwan)
    • Year and Date
      2015-07-01
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Fault tolerant mechanism of m-cloud, distributed privacy preserving statistical computation on cloud2015

    • Author(s)
      Ikuo Nakagawa, Masahiro Hiji, Yutaka Kikuchi, Masahiro Fukumoto, Shinji Shimojo
    • Organizer
      電子情報通信学会 NS/IN研究会
    • Place of Presentation
      沖縄
    • Year and Date
      2015-03-01 – 2015-03-02
    • Related Report
      2014 Research-status Report
  • [Presentation] m-cloud - Distributed Statistical Computation Using Multiple Cloud Computers.2014

    • Author(s)
      Ikuo Nakagawa, Masahiro Hiji, Yutaka Kikuchi, Masahiro Fukumoto, Shinji Shimojo
    • Organizer
      IEEE COMPSAC 2014, Workshop
    • Place of Presentation
      Sweden
    • Year and Date
      2014-07-21
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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