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Study on Privacy Preserving Data Mining

Research Project

Project/Area Number 16500088
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionTokai University

Principal Investigator

KIKUCHI Hiroaki  Tokai University, School of Information Technology and Electronics, Associate Professor, 電子情報学部, 助教授 (20266365)

Project Period (FY) 2004 – 2005
Project Status Completed (Fiscal Year 2005)
Budget Amount *help
¥3,700,000 (Direct Cost: ¥3,700,000)
Fiscal Year 2005: ¥1,400,000 (Direct Cost: ¥1,400,000)
Fiscal Year 2004: ¥2,300,000 (Direct Cost: ¥2,300,000)
KeywordsData Mining / Privacy / Secure Function evaluation / Cryptographic Protocol / Privacy Policy / 決定木学習
Research Abstract

Study on Data Mining from Private Database of Questionnaires.
We have studied the issue of disclosures of private evaluation from web-based questionnaire and clarified that the potential souse of disclosures is malicious insiders who engaged into administrative tasks of public server. In order to prevent dishonest behavior of malicious parties, we have applied a new cryptographical protocol of secure function evaluation using homomorphic public-key algorithms. The conventional protocol of secure function evaluation, however, can not apply here because a variety of question styles other than a simple one-out-of-n style are used in currently applied questionnaire survey. Thus, we have developed a new protocol based on disjunctive zero-knowledge proof protocol to overcome the issue of complicated style of questions. The performance and security of the proposed scheme are investigated in J.Nakazato and H.Kikuchi, Security Enhancement Preventing Personal Information Disclosure in Web-Based Questionnaire, IPSJ Journal, Vol.46, No.8, pp.2068-2077, 2005.
We have also studied other data-mining algorithm including decision tree learning based on entropy, clustering schemes using Euclid distance and uncertain reasoning. One application is to automated web page classification systems with subjective uncertainty. Some of these schemes can be used to give a new protocol of extracting watermark information without revealing secret keys. We have shown several issues such as accuracy and performance of these protocols.

Report

(3 results)
  • 2005 Annual Research Report   Final Research Report Summary
  • 2004 Annual Research Report
  • Research Products

    (12 results)

All 2006 2005

All Journal Article (12 results)

  • [Journal Article] セキュアなコンテンツ配信におけるSD法に基づいた効率の良い鍵管理法2006

    • Author(s)
      菊池浩明, 中村雄一
    • Journal Title

      情報処理学会論文誌,2006. Vol.47,No.2,

      Pages: 426-433

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] An Efficient Key Management Based on the Subset Difference Method for Secure Contents Distribution2006

    • Author(s)
      Y.Nakamura, H.Kikuchi
    • Journal Title

      IPSJ Journal Vol.47, No.2

      Pages: 426-433

    • NAID

      110004081253

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] セキュアなコンテンツ配信におけるSD法に基づいた効率の良い鍵管理法2006

    • Author(s)
      菊池浩明, 中村雄一
    • Journal Title

      情報処理学会論文誌,2006. Vol.47, No.2

      Pages: 426-433

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 個人情報漏洩を防止するWebアンケートのセキュリティ強化2005

    • Author(s)
      中里純二, 菊池浩明
    • Journal Title

      情報処理学会論文誌 Vol.46,No.8

      Pages: 2068-2077

    • NAID

      110002769795

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Secure Asymmetric Watermark Detection Without Secret of Modified Pixels2005

    • Author(s)
      Mitsuo Okada, Hiroaki Kikuchi
    • Journal Title

      6th International Workshop, WISA 2005, Revised Selected Papers LNCS 37 86, Springer

      Pages: 165-178

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Webpage Clustering Automated Classification into Jointly Classified Groups2005

    • Author(s)
      Hiroaki Kikuchi
    • Journal Title

      2005 IEEE International Conference on Systems, Man and Cybernetics,(SMC) W-AM5

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Security Enhancement Preventing Personal Information Disclosure in Web-Based Questionnaire2005

    • Author(s)
      J.Nakazato, H.Kikuchi
    • Journal Title

      IPSJ Journal Vol.46, No.8

      Pages: 2068-2077

    • NAID

      110002769795

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Secure Asymmetric Watermark Detection without Secret of Modified Pixels2005

    • Author(s)
      Mitsuo Okada, Hiroaki Kikuchi
    • Journal Title

      6th International Workshop, WISA 2005, Revised Selected Papers (Springer) LNCS 3786

      Pages: 165-178

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Webpage Clustering - Automated Classification into Jointly Classified Groups2005

    • Author(s)
      Hiroaki Kikuchi
    • Journal Title

      2005 IEEE International Conference on Systems, Man and Cybernetics, (SMC)

      Pages: 621-621

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] 個人情報漏洩を防止するWebアンケートのセキュリティ強化2005

    • Author(s)
      中里純二, 菊池浩明
    • Journal Title

      情報処理学会論文誌 Vol.46, No.8

      Pages: 2068-2077

    • NAID

      110002769795

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Secure Asymmetric Watermark Detection Without Secret of Modified Pixels2005

    • Author(s)
      Mitsuo Okada, Hiroaki Kikuchi
    • Journal Title

      6th International Workshop, WISA 2005, Revised Selected Papers LNCS 3786, Springer

      Pages: 165-178

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Webpage Clustering - Automated Classification into Jointly Classified Groups2005

    • Author(s)
      Hiroaki Kikuchi
    • Journal Title

      2005 IEEE International Conference on Systems, Man and Cybernetics, (SMC) W-AM5

      Pages: 621-621

    • Related Report
      2005 Annual Research Report

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Published: 2004-04-01   Modified: 2016-04-21  

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