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Privacy-Preserving Epidemiology Study for Vertically Partitioned Datasets

Research Project

Project/Area Number 22300028
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Computer system/Network
Research InstitutionMeiji University (2013)
Tokai University (2010-2012)

Principal Investigator

KIKUCHI HIROAKI  明治大学, 総合数理学部, 教授 (20266365)

Co-Investigator(Kenkyū-buntansha) SAKUMA Jun  筑波大学, 大学院システム情報工学研究科(系), 准教授 (90376963)
Project Period (FY) 2010-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥14,170,000 (Direct Cost: ¥10,900,000、Indirect Cost: ¥3,270,000)
Fiscal Year 2013: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2012: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2011: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2010: ¥7,930,000 (Direct Cost: ¥6,100,000、Indirect Cost: ¥1,830,000)
Keywordsネットワークセキュリティ技術 / プライバシー保護 / プライバシー / 暗号プロトコル / 疫学調査 / 情報セキュリティ / データマイニング / 垂直分割
Research Abstract

This paper proposes a new privacy-preserving scheme for estimating the size of the intersection of two given secret subsets. Given the inner product of two Bloom filters (BFs) of the given sets, the proposed scheme applies Bayesian estimation under an assumption of beta distribution for an a priori probability of the size to be estimated. The BF retains the communication complexity and the Bayesian estimation improves the estimation accuracy.
A possible application of the proposed protocol is an epidemiological datasets regarding two attributes, Helicobacter pylori infection and stomach cancer. Assuming information related to Helicobacter Pylori infection and stomach cancer are separately collected, the protocol demonstrates that a Chi-squared test can be performed without disclosing the contents of the two confidential databases.

Report

(5 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Annual Research Report
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (41 results)

All 2014 2013 2012 2011 2010

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (37 results) (of which Invited: 6 results)

  • [Journal Article] Bloom Filter Bootstrap: Privacy-Preserving Estimation of the Size of an Intersection2014

    • Author(s)
      Hiroaki Kikuchi, Jun Sakuma, Bloom Filter Bootstrap
    • Journal Title

      Journal of Information Processing

      Volume: 22 Issue: 2 Pages: 388-400

    • DOI

      10.2197/ipsjjip.22.388

    • NAID

      130003394485

    • ISSN
      1882-6652
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Privacy-preserving Collaborative Filtering Using Randomized Response2013

    • Author(s)
      Hiroaki Kikuchi , Anna Mochizuki
    • Journal Title

      Journal of Information Processing

      Volume: Vol. 21, No. 4 Pages: 617-623

    • NAID

      130003384055

    • URL

      https://www.jstage.jst.go.jp/article/ipsjjip/21/4/21_617/_article

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Perfect Privacy-preserving Automated Trust Negotiation2011

    • Author(s)
      Tangtisanon Pikulkaew and Hiroaki Kikuchi
    • Journal Title

      Journal of Information Processing, IPSJ

      Volume: Vol. 19 Pages: 451-462

    • NAID

      130002073528

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Perfect Privacy-preserving Automated Trust Negotiation2011

    • Author(s)
      Tangtisanon Pikulkaew, Hiroaki Kikuchi
    • Journal Title

      Journal of Information Processing

      Volume: 19 Pages: 451-462

    • NAID

      130002073528

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Presentation] Bloom Filter Bootstrap : Privacy-Preserving Estimation of the Size of an Intersection2013

    • Author(s)
      Hiroaki Kikuchi, Jun Sakuma
    • Organizer
      Data and Applications Security and Privacy XXVII (DBSec 2013), (Springer)
    • Place of Presentation
      LNCS (Volume 7964, pp 145-163)
    • Related Report
      2013 Final Research Report
  • [Presentation] Privacy-Preserving Protocol for Epidemiology in Effect of Radiation2013

    • Author(s)
      Hiroaki Kikuchi , Tomoki Sato , Jun Sakuma
    • Organizer
      Proceedings of the 2013 Seventh International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS'13)
    • Place of Presentation
      IEEE
    • Related Report
      2013 Final Research Report
  • [Presentation] Privacy-Preserving Data Mining for Medical Applications2013

    • Author(s)
      Hiroaki Kikuchi
    • Organizer
      2013 AI Forum
    • Place of Presentation
      Tamkang, Taiwan
    • Related Report
      2013 Final Research Report
    • Invited
  • [Presentation] Application for Privacy-Preserving Epidemic analysis and Bays Estimation of Size of Intersection using Bloom Filter2013

    • Author(s)
      Hiroaki Kikuchi
    • Organizer
      The 8th International Workshop on Security (IWSEC2013)
    • Place of Presentation
      Okinawa
    • Related Report
      2013 Final Research Report
    • Invited
  • [Presentation] ライフログに関するプライバシーの課題とプライバシー保護データマイニングの展望2013

    • Author(s)
      菊池浩明
    • Organizer
      信学技報
    • Place of Presentation
      (vol. 113,no. 326, ISEC2013-64, pp. 35-38)
    • Related Report
      2013 Final Research Report
    • Invited
  • [Presentation] DPCデータセットによるプライバシーを保護した治療戦略の比較2013

    • Author(s)
      菊池 浩明, 橋本 英樹, 康永 秀生, 渋谷 健司
    • Organizer
      コンピュータセキュリティシンポジウム(CSS 2013)
    • Place of Presentation
      情報処理学会 (1D1-4, pp.110-117)
    • Related Report
      2013 Final Research Report
  • [Presentation] Privacy-preserving Logistic Regression2013

    • Author(s)
      Shuang Wu, Tadanori Teruya, Junpei Kawamoto, Jun Sakuma, Hiroaki Kikuchi
    • Organizer
      第27回人工知能学会全国大会
    • Place of Presentation
      (3L1-OS-06a-3)
    • Related Report
      2013 Final Research Report
  • [Presentation] Privacy-preserving Online LogiPstic Regression Based on Homomorphic Encryption2013

    • Author(s)
      Shuang Wu, Junpei Kawamoto, Hiroaki Kikuchi, Jun Sakuma
    • Organizer
      信学技報
    • Place of Presentation
      (vol.113, no.139, IBISML2013-10, pp.67-74)
    • Related Report
      2013 Final Research Report
  • [Presentation] Privacy-Preserving Protocol for Epidemiology in Effect of Radiation2013

    • Author(s)
      Hiroaki Kikuchi Tomoki Sato Jun Sakuma
    • Organizer
      the 2013 Seventh International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS '13), pp. 831-836, IEEE, 2013.
    • Place of Presentation
      Asia University, Taiwan
    • Related Report
      2013 Annual Research Report
  • [Presentation] Bloom Filter Bootstrap: Privacy-Preserving Estimation of the Size of an Intersection2013

    • Author(s)
      Hiroaki Kikuchi, Jun Sakuma
    • Organizer
      Data and Applications Security and Privacy XXVII (DBSec 2013), Springer, LNCS Volume 7964, pp 145-163, 2013.
    • Place of Presentation
      Newark, NJ, USA
    • Related Report
      2013 Annual Research Report
  • [Presentation] Privacy-Preserving Data Mining for Medical Applications2013

    • Author(s)
      Hiroaki Kikuchi
    • Organizer
      2013 AI Forum
    • Place of Presentation
      Tamkang University, Taiwan,
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] Application for Privacy-Preserving Epidemic analysis and Bays Estimation of Size of Intersection using Bloom Filter2013

    • Author(s)
      Hiroaki Kikuchi
    • Organizer
      The 8th International Workshop on Security (IWSEC2013)
    • Place of Presentation
      Okinawaken Shichouson Jichikaikan
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] ライフログに関するプライバシーの課題とプライバシー保護データマイニングの展望2013

    • Author(s)
      菊池浩明
    • Organizer
      電子情報通信学会,ISEC研究会
    • Place of Presentation
      東北大学
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] DPCデータセットによるプライバシーを保護した治療戦略の比較2013

    • Author(s)
      菊池 浩明, 橋本 英樹, 康永 秀生, 渋谷 健司
    • Organizer
      コンピュータセキュリティシンポジウム (CSS 2013), 情報処理学会,1D1-4, pp. 110-117, 2013.
    • Place of Presentation
      香川国際会議場
    • Related Report
      2013 Annual Research Report
  • [Presentation] Privacy-preserving Logistic Regression2013

    • Author(s)
      Shuang Wu, Tadanori Teruya, Junpei Kawamoto, Jun Sakuma, Hiroaki Kikuchi
    • Organizer
      第27回人工知能学会全国大会, 3L1-OS-06a-3.
    • Place of Presentation
      富山国際会議場
    • Related Report
      2013 Annual Research Report
  • [Presentation] Privacy-preserving Online Logistic Regression Based on Homomorphic Encryption2013

    • Author(s)
      Shuang Wu, Junpei Kawamoto, Hiroaki Kikuchi, Jun Sakuma
    • Organizer
      信学技報, vol. 113, no. 139, IBISML2013-10, pp. 67-74.
    • Place of Presentation
      早稲田大学
    • Related Report
      2013 Annual Research Report
  • [Presentation] 傾向性の検定における秘匿疫学調査プロトコル2013

    • Author(s)
      佐藤智貴,菊池浩明,佐久間淳
    • Organizer
      暗号と情報セキュリティシンポジウム (SCIS 2013)
    • Place of Presentation
      京都
    • Related Report
      2012 Annual Research Report
  • [Presentation] Hadoopを用いた大規模分散プライバシー保護システムと医療情報統合への応用2013

    • Author(s)
      川村,生地,小柳,菊池
    • Organizer
      暗号と情報セキュリティシンポジウム (SCIS 2013)
    • Place of Presentation
      京都
    • Related Report
      2012 Annual Research Report
  • [Presentation] 整数行列分解に基づく大規模近似PIR2013

    • Author(s)
      原田 弘毅, 照屋唯紀,佐久間淳
    • Organizer
      2013年暗号と情報セキュリティシンポジウム(SCIS2013), 2C2-3, (2013)
    • Place of Presentation
      京都
    • Related Report
      2012 Annual Research Report
  • [Presentation] Accuracy of Privacy-preserving Collaborative Filtering Based on Quasi-homomorphic Similarity2012

    • Author(s)
      H. Kikuchi, Yoshiki Aoki, Msayuki Terada, Kazuhiko Ishii, Kimihiko Sekino
    • Organizer
      2012 9th International Conference on Ubiquitous Intelligence and Computing and 9th International Conference on Autonomic and Trusted Computing (ATC 2012)
    • Place of Presentation
      IEEE
    • Related Report
      2013 Final Research Report
  • [Presentation] Bloom Filterを用いた積集合サイズのベイズ推定とそのプライバシー保護疫学調査への応用2012

    • Author(s)
      菊池浩明,佐久間淳
    • Organizer
      コンピュータセキュリティシンポジウム(CSS 2012)
    • Place of Presentation
      IPSJ (優秀論文賞受賞)
    • Related Report
      2013 Final Research Report
  • [Presentation] プライバシーを保護したピロリ菌疫学調査2012

    • Author(s)
      菊池浩明,佐久間淳,三上春夫
    • Organizer
      2012年度人工知能学会全国大会(第26回)
    • Place of Presentation
      (3I2-OS-20-9, pp. 1-4)
    • Related Report
      2013 Final Research Report
  • [Presentation] Privacy-Preserving Collaborative Filtering using Randomized Response2012

    • Author(s)
      H. Kikuchi, Anna Mochizuki
    • Organizer
      2012 Sixth International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS 2012)
    • Place of Presentation
      Palermo, Italy
    • Related Report
      2012 Annual Research Report
  • [Presentation] Word Salad CAPTCHA - Application and Evaluation of Synthesized Sentences2012

    • Author(s)
      Yoshifumi Kamoshida, H. Kikuchi
    • Organizer
      15th International Conference on Network-Based Information Systems (NBiS 2012)
    • Place of Presentation
      Melbourne, Australia
    • Related Report
      2012 Annual Research Report
  • [Presentation] プライバシー保護確率検定システムの実装と評価2012

    • Author(s)
      佐藤智貴,菊池浩明,佐久間淳
    • Organizer
      信学技報
    • Place of Presentation
      広島
    • Related Report
      2012 Annual Research Report
  • [Presentation] プライバシーを保護したピロリ菌疫学調査2012

    • Author(s)
      菊池浩明,佐久間淳,三上春夫
    • Organizer
      2012年度人工知能学会全国大会(第26回)
    • Place of Presentation
      山口
    • Related Report
      2012 Annual Research Report
  • [Presentation] Bloom Filter を用いた積集合サイズのベイズ推定とそのプライバシー保護疫学調査への応用2012

    • Author(s)
      菊池浩明,佐久間淳
    • Organizer
      コンピュータセキュリティシンポジウム (CSS 2012)
    • Place of Presentation
      松江
    • Related Report
      2012 Annual Research Report
  • [Presentation] Locality Sensitive Hashing に基づく暗号理論的に安全なk 近傍探索法2012

    • Author(s)
      原田 弘毅,青木 良樹, 佐久間淳
    • Organizer
      第26回人工知能学会全国大会, オンライン予稿集, pp.1-4, (2012).
    • Place of Presentation
      山口
    • Related Report
      2012 Annual Research Report
  • [Presentation] Bloomフィルタを用いたマッチング数の秘匿比較2011

    • Author(s)
      菊池浩明, 佐久間淳
    • Organizer
      コンピュータセキュリティシンポジウム2011
    • Place of Presentation
      朱鷺メッセ:新潟コンベンションセンター(新潟)
    • Year and Date
      2011-10-20
    • Related Report
      2011 Annual Research Report
  • [Presentation] 垂直分割における通信効率の良い一致度の秘匿分散計算2011

    • Author(s)
      青木良樹, 菊池浩明, 寺田雅之, 石井一彦, 関野公彦
    • Organizer
      コンピュータセキュリティシンポジウム2011
    • Place of Presentation
      朱鷺メッセ:新潟コンベンションセンター(新潟)
    • Year and Date
      2011-10-20
    • Related Report
      2011 Annual Research Report
  • [Presentation] Privacy Preserving Semi-Supervised Learning for Labeled Graphs2011

    • Author(s)
      Hiromi Arai, Jun Sakuma
    • Organizer
      Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2011)
    • Place of Presentation
      Athen, Greece
    • Year and Date
      2011-09-09
    • Related Report
      2011 Annual Research Report
  • [Presentation] プライバシーを保護した放射線疫学調査システム2011

    • Author(s)
      佐藤智貴, 菊池浩明, 佐久間淳
    • Organizer
      情報処理学会コンピュータセキュリティ(CSEC)研究会
    • Place of Presentation
      静岡大学浜松キャンパス佐鳴会館(静岡)
    • Year and Date
      2011-07-13
    • Related Report
      2011 Annual Research Report
  • [Presentation] Distributed Collaborative Filtering Protocol Based on Quasi-homomorphic Similarity2011

    • Author(s)
      Hiroaki Kikuchi, Yoshiki Aoki, Masayuki Terada, Kazuhiko Ishii, Kimihiko Sekino
    • Organizer
      2011 Fifth International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing, International Workshop on Advances in Information Security
    • Place of Presentation
      Korean Bible University (KBU), Seoul, Korea
    • Year and Date
      2011-07-02
    • Related Report
      2011 Annual Research Report
  • [Presentation] 凝準同型性を満たす類似度による分散協調フィルタリングプロトコル2011

    • Author(s)
      青木良樹, 菊池浩明, 寺田雅之, 石井一彦, 関野公彦
    • Organizer
      2011年暗号と情報セキュリティシンポジウムSCIS 2011
    • Place of Presentation
      リーガロイヤルホテル小倉
    • Year and Date
      2011-01-25
    • Related Report
      2010 Annual Research Report
  • [Presentation] Privacy Preserving Semi-Supervised Learning for Labeled Graphs2011

    • Author(s)
      Hiromi Arai and Jun Sakuma
    • Organizer
      Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2011)
    • Related Report
      2013 Final Research Report
  • [Presentation] Bloomフィルタを用いたマッチング数の秘匿比較2011

    • Author(s)
      菊池浩明,佐久間淳
    • Organizer
      コンピュータセキュリティシンポジウム2011
    • Place of Presentation
      情報処理学会 (2C4-3, pp.516-521)
    • Related Report
      2013 Final Research Report
  • [Presentation] 非同期秘匿分散k-meansクラスタリングの改良2010

    • Author(s)
      青木良樹, 菊池浩明
    • Organizer
      情報処理学会,コンピュータセキュリティ研究会(CSEC)
    • Place of Presentation
      弘前大学
    • Year and Date
      2010-07-02
    • Related Report
      2010 Annual Research Report

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Published: 2010-08-23   Modified: 2019-07-29  

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