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Security Enhancement for MapReduce and Its Application to Spatio-Temporal Databases

Research Project

Project/Area Number 16K00155
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Multimedia database
Research InstitutionHiroshima University

Principal Investigator

Morimoto Yasuhiko  広島大学, 工学研究科, 教授 (00363010)

Project Period (FY) 2016-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2019: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2018: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2017: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2016: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Keywordsマップリデュース / 秘密計算 / 準同形暗号 / スカイライン問合せ / Map Reduce / Secure Computation / Homomorphic Cryptography / Skyline Query / ビッグデータ / プライバシー保護
Outline of Final Research Achievements

We have studied security enhancements for MapReduce (MR), a popular parallel distributed computation framework for processing “big data.” Many essential data mining functions have been implemented in MR and are used for analyzing big data. We proposed secure computation methods of some data mining functions by using a secure protocol. In the study, we considered the secure protocol by using secure computation techniques and homomorphic cryptography, which made it possible to analyze sensitive data more securely without losing MR’s efficiency.

Academic Significance and Societal Importance of the Research Achievements

MR計算を行う機器がローカルネットワーク内のコンピュータで構成されている現時点では,「分散計算過程におけるデータの機密性」はあまり大きな問題とならないが,今後,ビッグデータがさらに発展してゆくと,今以上に広域に分散計算を行う必要性が生じると見込まれ,分散計算における機密性強化は重要な問題となる.また,提案した方法を使用することで,プライバシーを保護したまま,他の組織のデータベースとの知識共有が可能となるため保有するデータベースの潜在的価値も高めることができる.

Report

(5 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (36 results)

All 2020 2019 2018 2017 2016 Other

All Int'l Joint Research (3 results) Journal Article (17 results) (of which Int'l Joint Research: 6 results,  Peer Reviewed: 17 results,  Open Access: 15 results,  Acknowledgement Compliant: 3 results) Presentation (13 results) (of which Int'l Joint Research: 12 results,  Invited: 1 results) Remarks (3 results)

  • [Int'l Joint Research] KUET(バングラデシュ)

    • Related Report
      2019 Annual Research Report
  • [Int'l Joint Research] KUET(バングラデシュ)

    • Related Report
      2018 Research-status Report
  • [Int'l Joint Research] Chittagong Univ. of Eng. and Tech.(Bangladesh)

    • Related Report
      2017 Research-status Report
  • [Journal Article] Secure k-skyband computation framework in distributed multi-party databases2020

    • Author(s)
      Qaosar Mahboob、Zaman Asif、Siddique Md. Anisuzzaman、Li Chen、Morimoto Yasuhiko
    • Journal Title

      Information Sciences

      Volume: 515 Pages: 388-403

    • DOI

      10.1016/j.ins.2019.12.027

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Privacy-Aware MapReduce Based Multi-Party Secure Skyline Computation2019

    • Author(s)
      Ahmed Saleh、Qaosar Mahboob、Zaman Asif、Siddique Md. Anisuzzaman、Li Chen、Alam Kazi Md. Rokibul、Morimoto Yasuhiko
    • Journal Title

      Information

      Volume: 10 Issue: 6 Pages: 207-207

    • DOI

      10.3390/info10060207

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] MapReduce Algorithm for Variants of Skyline Queries: Skyband and Dominating Queries2019

    • Author(s)
      Siddique Md. Anisuzzaman、Tian Hao、Qaosar Mahboob、Morimoto Yasuhiko
    • Journal Title

      Algorithms

      Volume: 12 Issue: 8 Pages: 166-166

    • DOI

      10.3390/a12080166

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Framework for Privacy-Preserving Multi-Party Skyline Query Based on Homomorphic Encryption2019

    • Author(s)
      Qaosar Mahboob、Alam Kazi Md. Rokibul、Zaman Asif、Li Chen、Ahmed Saleh、Siddique Md. Anisuzzaman、Morimoto Yasuhiko
    • Journal Title

      IEEE Access

      Volume: 7 Pages: 167481-167496

    • DOI

      10.1109/access.2019.2954156

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Semi-Order Preserving Encryption Technique for Numeric Database2019

    • Author(s)
      Saleh Ahmed, Annisa, Asif Zaman, Zhan Zhang, Kazu Md. Rokibul Alam, Yasuhiko Morimoto
    • Journal Title

      International Journal of Networking and Computing

      Volume: 9 Issue: 1 Pages: 111-129

    • DOI

      10.15803/ijnc.9.1_111

    • NAID

      130007581113

    • ISSN
      2185-2839, 2185-2847
    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Privacy Preserving Secure Computation of Skyline Query in Distributed Multi-party Databases2019

    • Author(s)
      Mahboob Qaosar, Asif Zaman, M. Anisuzzaman Siddique, Annisa, Yasuhiko Morimoto
    • Journal Title

      MDPI Information

      Volume: 10 Issue: 3 Pages: 119-119

    • DOI

      10.3390/info10030119

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Selection of Important Sets by Using K-Skyband Query for Sets2018

    • Author(s)
      Md. Anisuzzaman Siddique, Asif Zaman, Yasuhiko Morimoto
    • Journal Title

      International Journal of Advanced Computer Science and Applications

      Volume: 9 Issue: 4 Pages: 304-313

    • DOI

      10.14569/ijacsa.2018.090444

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] An Untraceable Voting Scheme Based on Pairs of Signatures2018

    • Author(s)
      Kazi Md. Rokibul Alam, Adnan Maruf, Md. Rezaur Rahman Rakib, G. G. Md. Nawaz Ali, Peter Han Joo Chong, Yasuhiko Morimoto
    • Journal Title

      International Journal of Network Security

      Volume: 20 Pages: 774-787

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Secure k-objects Selection for a Keyword Query based on MapReduce Skyline Algorithm2018

    • Author(s)
      Asif Zaman, Md. Anisuzzaman Siddique, Annisa, Yasuhiko Morimoto
    • Journal Title

      International Journal of Computational Science and Engineering

      Volume: 16 Issue: 4 Pages: 378-389

    • DOI

      10.1504/ijcse.2018.093779

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] MapReduce Algorithm for Location Recommendation by Using Area Skyline Query2018

    • Author(s)
      Chen Li, Annisa Annisa, Asif Zaman, Mahboob Qaosar, Saleh Ahmed, Yasuhiko Morimoto
    • Journal Title

      MDPI Algorithms

      Volume: 11 Issue: 12 Pages: 191-191

    • DOI

      10.3390/a11120191

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Developing a Method for Detecting Serial and Parallel Components in Programs2017

    • Author(s)
      Md. Amdadul Haque, Rezaul Karim, Mohammad Shamsul Arefin, Yasuhiko Morimoto
    • Journal Title

      IEEE International Conference on Informatics, Electronics and Vision & the 7th International Symposium in Computational Medical and Health Technology

      Volume: - Pages: 1-7

    • DOI

      10.1109/iciev.2017.8338553

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Developing a Framework for Recommending TV Shows2017

    • Author(s)
      Chondrima Chowdhury, Mohammad Shamsul Arefin, Yasuhiko Morimoto
    • Journal Title

      IEEE International Conference on Informatics, Electronics and Vision & the 7th International Symposium in Computational Medical and Health Technology

      Volume: - Pages: 1-7

    • DOI

      10.1109/iciev.2017.8338560

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Semi-Order Preserving Encryption Technique for Numeric Data to Enhance Privacy2017

    • Author(s)
      Saleh Ahmed, Annisa, Asif Zaman, Zhan Zhang, Kazi Md. Rokibul Alam, Yasuhiko Morimoto
    • Journal Title

      International Symposium on Computing and Networking (CANDAR)

      Volume: - Pages: 68-74

    • DOI

      10.1109/candar.2017.39

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] MapReduce-Based Computation of Area Skyline Query for Selecting Good Locations in a Map2017

    • Author(s)
      Chen Li, Annisa Annisa, Asif Zaman, Yasuhiko Morimoto
    • Journal Title

      IEEE International Conference on Big Data (IEEE BigData)

      Volume: - Pages: 4779-4782

    • DOI

      10.1109/bigdata.2017.8258540

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Finding Key Persons on Social Media by Using MapReduce Skyline2017

    • Author(s)
      Asif Zaman, Md. Anisuzzaman Siddique, Annisa, Yasuhiko Morimoto
    • Journal Title

      International Journal of Networking and Computing

      Volume: 7 Pages: 86-104

    • NAID

      130005331496

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Reverse Area Skyline in a Map2017

    • Author(s)
      Annisa, Asif Zaman, Yasuhiko Morimoto
    • Journal Title

      International Journal of Advanced Computer Science and Applications

      Volume: 8 Issue: 2 Pages: 333-343

    • DOI

      10.14569/ijacsa.2017.080244

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Secure Computation of Skyline Query in MapReduce2016

    • Author(s)
      Asif Zaman, Md. Anisuzzaman Siddique, Annisa, Yasuhiko Morimoto
    • Journal Title

      Advanced Data Mining and Applications. ADMA 2016. Springer Lecture Notes in Computer Science

      Volume: 10086 Pages: 345-360

    • DOI

      10.1007/978-3-319-49586-6_23

    • ISBN
      9783319495859, 9783319495866
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] Multi-factor Based Stock Price Prediction Using Hybrid Neural Networks with Attention Mechanism2019

    • Author(s)
      Chen Li, Xu Zhang, Mahboob Qaosar, Saleh Ahmed, Kazi Md. Rokibul Alam, Yasuhiko Morimoto
    • Organizer
      The 5th IEEE International Conference on Cloud and Big Data Computing (CBDCom 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Privacy-Aware Set-based Information Analysis2019

    • Author(s)
      Yasuhiko Morimoto
    • Organizer
      The 4th International Conference on Sustainable Information Engineering and Technology (SIET 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Privacy-preserving Top-k Dominating Queries in Distributed Multi-party Databases2019

    • Author(s)
      Mahboob Qaosar, Kazi Md. Rokibul Alam, Chen Li, Yasuhiko Morimoto
    • Organizer
      IEEE International Conference on Big Data (IEEE Big Data 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Capturing Temporal Dynamics of Users’ Preferences from Purchase History Big Data for Recommendation System2018

    • Author(s)
      Chen Li, Minjia He, Mahboob Qaosar, Saleh Ahmed, Yasuhiko Morimoto
    • Organizer
      IEEE International Conference on Big Data (IEEE BigData)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Early Dementia Detection through Conversations to Virtual Personal Assistant2018

    • Author(s)
      Saleh Ahmed, Mahboob Qaosar, Rizka Wakhidatus Sholikah, Yasuhiko Morimoto
    • Organizer
      AAAI Spring Symposium Series Technical Report on Beyond Machine Intelligence: Understanding Cognitive Bias and Humanity for Well-Being AI
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Hybrid Sensing andWearable Smart Device for Health Monitoring and Medication: Opportunities and Challenges2018

    • Author(s)
      Mahboob Qaosar, Saleh Ahmed, Chen Li, Yasuhiko Morimoto
    • Organizer
      AAAI Spring Symposium Series Technical Report on Beyond Machine Intelligence: Understanding Cognitive Bias and Humanity for Well-Being AI
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] MapReduce-Based Computation of Area Skyline Query for Selecting Good Locations in a Map2018

    • Author(s)
      Chen LI, Annisa, Asif ZAMAN, Yasuhiko MORIMOTO
    • Organizer
      データ工学と情報マネジメントに関するフォーラム(DEIM)
    • Related Report
      2017 Research-status Report
  • [Presentation] Developing a Method for Detecting Serial and Parallel Components in Programs2017

    • Author(s)
      Md. Amdadul Haque, Rezaul Karim, Mohammad Shamsul Arefin, Yasuhiko Morimoto
    • Organizer
      IEEE International Conference on Informatics, Electronics and Vision & the 7th International Symposium in Computational Medical and Health Technology (ICIEV-ISCMHT)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Developing a Framework for Recommending TV Shows2017

    • Author(s)
      Chondrima Chowdhury, Mohammad Shamsul Arefin, Yasuhiko Morimoto
    • Organizer
      IEEE International Conference on Informatics, Electronics and Vision & the 7th International Symposium in Computational Medical and Health Technology (ICIEV-ISCMHT)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Semi-Order Preserving Encryption Technique for Numeric Data to Enhance Privacy2017

    • Author(s)
      Saleh Ahmed, Annisa, Asif Zaman, Zhan Zhang, Kazi Md. Rokibul Alam, Yasuhiko Morimoto
    • Organizer
      International Symposium on Computing and Networking (CANDAR)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Capturing Temporal Dynamics of Implicit Feedbacks for Collaborative Filtering by Using Deep Recurrent Neural Networks2017

    • Author(s)
      Minjia He, Yasuhiko Morimoto
    • Organizer
      Bulletin of Networking, Computing, Systems, and Software (NCSS)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] MapReduce-Based Computation of Area Skyline Query for Selecting Good Locations in a Map2017

    • Author(s)
      Chen Li, Annisa Annisa, Asif Zaman, Yasuhiko Morimoto
    • Organizer
      IEEE International Conference on Big Data (IEEE BigData)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Secure Computation of Skyline Query in MapReduce2016

    • Author(s)
      Asif Zaman, Md. Anisuzzaman Siddique, Annisa, Yasuhiko Morimoto
    • Organizer
      International Conference on Advanced Data Mining and Applications (ADMA)
    • Place of Presentation
      Australia
    • Year and Date
      2016-12-12
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Remarks] Kazi Md. Rokibul Alam

    • URL

      http://www.kuet.ac.bd/cse/rokib/

    • Related Report
      2019 Annual Research Report
  • [Remarks] Dr. Kazi Md. Rokibul Alam

    • URL

      http://www.kuet.ac.bd/cse/rokib/

    • Related Report
      2018 Research-status Report
  • [Remarks]

    • URL

      http://www.morimo.com/morimo-ken/

    • Related Report
      2016 Research-status Report

URL: 

Published: 2016-04-21   Modified: 2021-02-19  

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