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Study on anonymization algorithm and risk to be re-identified using open data competition

Research Project

Project/Area Number 18H04099
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Review Section Medium-sized Section 60:Information science, computer engineering, and related fields
Research InstitutionMeiji University

Principal Investigator

Kikuchi Hiroaki  明治大学, 総合数理学部, 専任教授 (20266365)

Co-Investigator(Kenkyū-buntansha) 中川 裕志  国立研究開発法人理化学研究所, 革新知能統合研究センター, チームリーダー (20134893)
渡辺 知恵美  筑波技術大学, 産業技術学部, 准教授 (20362832)
木村 映善  愛媛大学, 医学系研究科, 教授 (20363244)
村上 隆夫  国立研究開発法人産業技術総合研究所, 情報・人間工学領域, 主任研究員 (80587981)
佐久間 淳  筑波大学, システム情報系, 教授 (90376963)
Project Period (FY) 2018-04-01 – 2023-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥42,510,000 (Direct Cost: ¥32,700,000、Indirect Cost: ¥9,810,000)
Fiscal Year 2022: ¥8,320,000 (Direct Cost: ¥6,400,000、Indirect Cost: ¥1,920,000)
Fiscal Year 2021: ¥8,320,000 (Direct Cost: ¥6,400,000、Indirect Cost: ¥1,920,000)
Fiscal Year 2020: ¥8,320,000 (Direct Cost: ¥6,400,000、Indirect Cost: ¥1,920,000)
Fiscal Year 2019: ¥8,320,000 (Direct Cost: ¥6,400,000、Indirect Cost: ¥1,920,000)
Fiscal Year 2018: ¥9,230,000 (Direct Cost: ¥7,100,000、Indirect Cost: ¥2,130,000)
Keywords個人情報 / 匿名化 / プライバシー / ビッグデータ / k-匿名 / 再識別 / 購買履歴 / 匿名加工 / リスク / コンテスト
Outline of Final Research Achievements

Our study focused on the important issue of data anonymization and the challenges it poses for protecting individual privacy. We conducted five open competitions to evaluate different approaches to anonymizing personal data and identified both issues and best practices.
Our research resulted in several significant publications, including top conference papers at PET 2023 for anonymizing location traces and an IEEE big data paper studying medical data anonymization. We published a journal paper studying a mathematical model for the cost of data anonymization and a journal paper that revealed user behavior in providing personal data, which was awarded at the IPSJ Computer Security Symposium. These publications contribute to the development of anonymization theory and methods and provide practical solutions to the challenge of protecting personal data. Ultimately, our research has important implications for both academia and society, helping to advance the field of data privacy.

Academic Significance and Societal Importance of the Research Achievements

本研究により,これまで曖昧な評価基準が確立されていなかった個人データの匿名化技術に対して,定量的なリスク評価手法を提案することができた.位置情報,購買履歴,医療データなどのデータの種類に応じて,重要視される要求条件や再識別の脅威に対するインパクトが異なり,それらの要請を十分に配慮した匿名化手法が必要であることが分かってきた.これらの研究成果により,個人データの提供の背景にある理由のいくつかが明らかになり,個人データに対する漏洩や不正利用の脅威に対する生活者の不安を取り除き,匿名化に関する理解を深めることにより,医療や産業界における個人データ保護に貢献することが期待される.

Report

(6 results)
  • 2022 Annual Research Report   Final Research Report ( PDF )
  • 2021 Annual Research Report
  • 2020 Annual Research Report
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • Research Products

    (61 results)

All 2023 2022 2021 2020 2019 2018 Other

All Journal Article (12 results) (of which Peer Reviewed: 11 results,  Open Access: 3 results) Presentation (45 results) (of which Int'l Joint Research: 18 results,  Invited: 6 results) Book (1 results) Remarks (3 results)

  • [Journal Article] Designing a Location Trace Anonymization Contest2023

    • Author(s)
      Takao Murakami, Hiromi Arai, Koki Hamada, Takuma Hatano, Makoto Iguchi, Hiroaki Kikuchi, Atsushi Kuromasa, Hiroshi Nakagawa, Yuichi Nakamura, Kenshiro Nishiyama, Ryo Nojima Hidenobu Oguri, Chiemi Watanabe, Akira Yamada, Takayasu Yamaguchi, and Yuji Yamaoka
    • Journal Title

      Proceedings on Privacy Enhancing Technologies (PoPETs)

      Volume: 2023 Issue: 1 Pages: 225-243

    • DOI

      10.56553/popets-2023-0014

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 個人データの利用に対する許容度に関する社会調査2023

    • Author(s)
      中川 裕志, 菊池 浩明
    • Journal Title

      情報処理学会論文誌

      Volume: 63

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Estimation of cost of k-anonymity in the number of dummy records2022

    • Author(s)
      Ito Satoshi、Kikuchi Hiroaki
    • Journal Title

      Journal of Ambient Intelligence and Humanized Computing

      Volume: - Issue: 12 Pages: 1-10

    • DOI

      10.1007/s12652-021-03369-5

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Evaluation on Cyber Incident Risk Reduced by Security Management2020

    • Author(s)
      山田 道洋, 池上 和輝, 菊池 浩明, 乾孝治
    • Journal Title

      情報処理学会論文誌

      Volume: 61 Issue: 12 Pages: 1781-1791

    • DOI

      10.20729/00208739

    • NAID

      170000184182

    • Year and Date
      2020-12-15
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] De-identification for Transaction Data Secure against Re-identification Risk Based on Payment Records2020

    • Author(s)
      Satoshi Ito, Reo Harada, Hiroaki Kikuchi
    • Journal Title

      Journal of Information Processing

      Volume: 28 Issue: 0 Pages: 511-519

    • DOI

      10.2197/ipsjjip.28.511

    • NAID

      130007904807

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Attacker models with a variety of background knowledge to de-identified data2019

    • Author(s)
      Ito, S., Kikuchi, H. & Nakagawa, H.
    • Journal Title

      Journal of Ambient Intelligence and Humanized Computing

      Volume: 1 Issue: 11 Pages: 1-11

    • DOI

      10.1007/s12652-019-01394-z

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 個人情報漏洩の損害額の新しい数理モデルの提案2019

    • Author(s)
      山田 道洋 , 菊池 浩明 , 松山 直樹 , 乾 孝治
    • Journal Title

      情報処理学会論文誌

      Volume: 60 Pages: 1528-1537

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] AI倫理指針の分析と個人データ利活用2019

    • Author(s)
      中川裕志
    • Journal Title

      JIPDEC IT-Report

      Volume: 1 Pages: 14-18

    • Related Report
      2019 Annual Research Report
    • Open Access
  • [Journal Article] How to Handle Excessively Anonymized Datasets2018

    • Author(s)
      Ryo Nojima, Hidenobu Oguri, Hiroaki Kikuchi, Hiroshi Nakagawa, Koki Hamada, Takao Murakami, Yuji Yamaoka, Chiemi Watanabe
    • Journal Title

      Journal of Information Processing

      Volume: 26 Issue: 0 Pages: 477-485

    • DOI

      10.2197/ipsjjip.26.477

    • NAID

      130007397267

    • ISSN
      1882-6652
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 個人データの保護と流通を目的とする匿名化と再識別コンテスト:PWSCup2018

    • Author(s)
      小栗 秀暢 , 黒政 敦史 , 中川 裕志 , 菊池 浩明 , 門田 将徳
    • Journal Title

      デジタルプラクティス

      Volume: 9 Pages: 659-684

    • NAID

      170000149611

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Privacy-Preserving Hypothesis Testing for Reduced Cancer Risk on Daily Physical Activity2018

    • Author(s)
      Hiroaki Kikuchi, Xuping Huang, Shigeta Ikuji, Manami Inoue
    • Journal Title

      Journal of Medical Systems

      Volume: 42 Issue: 5

    • DOI

      10.1007/s10916-018-0930-9

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Personalized Anonymization for Set-Valued Data by Partial Suppression2018

    • Author(s)
      Takuma Nakagawa, Hiromi Arai, Hiroshi Nakagawa
    • Journal Title

      Transactions on Data Privacy

      Volume: 11 Pages: 219-237

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Presentation] key-valueデータにおける局所差分プライバシーアルゴリズムPrivKVの改良2022

    • Author(s)
      堀込 光, 菊池 浩明, Chia-Mu Yu
    • Organizer
      マルチメディア,分散,協調とモバイルシンポジウム (DICOMO 2022)
    • Related Report
      2022 Annual Research Report
  • [Presentation] 個人データの利用に対する許容度に関する社会調査2022

    • Author(s)
      中川 裕志, 菊池 浩明
    • Organizer
      コンピュータセキュリティシンポジウム2022論文集
    • Related Report
      2022 Annual Research Report
  • [Presentation] Expectation-Maximization Estimation for Key-Value Data Randomized with Local Differential Privacy2022

    • Author(s)
      Horigome, H., Kikuchi, H., Yu, CM.
    • Organizer
      Advanced Information Networking and Applications. AINA 2023. Lecture Notes in Networks and Systems
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Improvement of Estimate Distribution with Local Differential Privacy2022

    • Author(s)
      Horigome, H., Kikuchi, H.
    • Organizer
      Modeling Decisions for Artificial Intelligence. MDAI 2022, Lecture Notes in Computer Science
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Diseases Prediction from Officially Anonymized Medical and Healthcare Big Data2022

    • Author(s)
      Hiroaki Kikuchi, Satoshi, Ito, Kazuki Ikegami, and, Shota Shindo
    • Organizer
      2022 IEEE International Conference on Big Data (Big Data)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] CAMRI Loss: Improving Recall of a Specific Class without Sacrificing Accuracy2022

    • Author(s)
      Daiki Nishiyama, Kazuto Fukuchi, Youhei Akimoto, Jun Sakuma
    • Organizer
      IJCNN 2022
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Reidentification Risk from Pseudonymized Customer Payment History2021

    • Author(s)
      Kikuchi H.
    • Organizer
      Advanced Information Networking and Applications. AINA 2021. Lecture Notes in Networks and Systems
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Best Security Measures to Reduce Cyber-Incident and Data Breach Risks2021

    • Author(s)
      Kikuchi H., Yamada M., Ikegami K., Inui K.
    • Organizer
      Data Privacy Management, Cryptocurrencies and Blockchain Technology. DPM 2021
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Web Crawler for an Anonymously Processed Information Database2021

    • Author(s)
      Kikuchi H., Ono A., Ito S., Fujita M., Yamanaka T.
    • Organizer
      Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] PWS Cup 2021 - 糖尿病罹患リスクを予測するヘルスケアデータの匿名化コンテスト2021

    • Author(s)
      菊池浩明, 荒井ひろみ, 井口誠, 小栗秀暢, 黒政敦史, 千田浩司, 中川裕志, 中村優一, 西山賢志郎, 野島良, 波多野卓磨, 濱田浩気, 古川諒, 馬瑞強, 前田若菜, 村上隆夫, 山岡裕司, 山田明, 渡辺知恵美
    • Organizer
      コンピュータセキュリティシンポジウム2021論文集
    • Related Report
      2021 Annual Research Report
  • [Presentation] 完全 k-concealment 匿名化を求める 精度の高いアルゴリズムの評価2021

    • Author(s)
      伊藤聡志,菊池浩明
    • Organizer
      コンピュータセキュリティシンポジウム2021論文集
    • Related Report
      2021 Annual Research Report
  • [Presentation] 糖尿病罹患リスクを予測するヘルスケアデータの匿名化コンテストPWS Cup 2021 データの解析2021

    • Author(s)
      菊池浩明,馬 瑞強
    • Organizer
      2022年暗号と情報セキュリティシンポジウム SCIS 2022
    • Related Report
      2021 Annual Research Report
  • [Presentation] Local Differential Privacyによりプライバシーを考慮した位置情報分布推定2020

    • Author(s)
      堀込 光,菊池 浩明
    • Organizer
      マルチメディア分散,協調とモバイルシンポジウム (DICOMO 2020), 情報処理学会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 匿名加工情報の応用(1): 健康診断データとレセプトデータの分析とプライバシーリスク評価2020

    • Author(s)
      伊藤 聡志 , 池上 和輝 , 菊池 浩明
    • Organizer
      コンピュータセキュリティシンポジウム2020論文集
    • Related Report
      2020 Annual Research Report
  • [Presentation] 匿名加工情報の応用(2):各種傷病を予測する健康診断モデル2020

    • Author(s)
      池上 和輝 , 伊藤 聡志 , 菊池 浩明
    • Organizer
      コンピュータセキュリティシンポジウム2020論文集
    • Related Report
      2020 Annual Research Report
  • [Presentation] 匿名化による差分プライベートな購入履歴プロファイリング2020

    • Author(s)
      菊池 浩明
    • Organizer
      コンピュータセキュリティシンポジウム2020論文集
    • Related Report
      2020 Annual Research Report
  • [Presentation] Generate (Non-Software) Bugs to Fool Classifiers2020

    • Author(s)
      Hiromu Yakura, Youhei Akimoto, Jun Sakuma
    • Organizer
      AAAI 2020
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Differentially Private Profiling of Anonymized Customer Purchase Records.2020

    • Author(s)
      Kikuchi H.
    • Organizer
      Data Privacy Management, Cryptocurrencies and Blockchain Technology, DPM 2020, CBT 2020, Lecture Notes in Computer Science
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 所属推定問題の山登り法に対する安全性について2020

    • Author(s)
      菊池 浩明
    • Organizer
      2021年暗号と情報セキュリティシンポジウム SCIS 2021
    • Related Report
      2020 Annual Research Report
  • [Presentation] 匿名加工実施者の意図に着目した匿名加工手法評価システム2020

    • Author(s)
      藤田真浩,飯田泰興,服部充洋,山中忠和,松田規,菊池浩明
    • Organizer
      暗号と情報セキュリティシンポジウム SCIS 2020
    • Related Report
      2019 Annual Research Report
  • [Presentation] 匿名加工情報取扱事業者を調査するクローラーシステムの開発2020

    • Author(s)
      金子侑紀,小野敦樹,伊藤 聡,服部充洋,飯田泰興,藤田真浩,山中忠和,菊池浩明
    • Organizer
      情報処理学会,第82回全国大会講演論文集
    • Related Report
      2019 Annual Research Report
  • [Presentation] 履歴データの数理モデルの提案とk-匿名化に必要なダミーレコード数推定への応用2020

    • Author(s)
      伊藤 聡志,菊池 浩明
    • Organizer
      情報処理学会,研究報告コンピュータセキュリティ(CSEC)
    • Related Report
      2019 Annual Research Report
  • [Presentation] Generate (non-software) Bugs to Fool Classifiers2020

    • Author(s)
      Hiromu Yakura, Youhei Akimoto, Jun Sakuma
    • Organizer
      The 34th AAAI Conference on Artificial Intelligence (AAAI)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] De-identification for Transaction Data Secure against Re-identification Risk Based on Payment Records2019

    • Author(s)
      Satoshi Ito, Reo Harada and Hiroaki Kikuchi
    • Organizer
      The 15th International Conference on Modeling Decisions for Artificial Intelligence (MDAI 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] PWS Cup 2019: ID識別・トレース推定に強い位置情報の匿名加工技術を競う2019

    • Author(s)
      村上隆夫,荒井ひろみ, 井口誠 , 小栗秀暢, 菊池浩明, 黒政敦史, 中川裕志, 中村優一, 西山賢志郎, 野島良, 波多野卓磨, 濱田浩気, 山岡裕司, 山口高康, 山田明, 渡辺知恵美
    • Organizer
      コンピュータセキュリティシンポジウム2019
    • Related Report
      2019 Annual Research Report
  • [Presentation] 履歴データの数理モデルの提案とk-匿名化に必要なダミーレコード数推定への応用2019

    • Author(s)
      伊藤 聡志,菊池 浩明
    • Organizer
      情報処理学会,研究報告コンピュータセキュリティ(CSEC)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 履歴データに対する匿名化モデルk-concealmentの改良手法の提案2019

    • Author(s)
      伊藤 聡志,菊池 浩明
    • Organizer
      コンピュータセキュリティシンポジウム2019論文集
    • Related Report
      2019 Annual Research Report
  • [Presentation] AI and Accountability2019

    • Author(s)
      Hiroshi Nakagawa
    • Organizer
      International Symposium on “Digital Science Now” in association with the G20 Ministerial Meeting on Trade and Digital Economy
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] AI 倫理と個人データ2019

    • Author(s)
      中川裕志
    • Organizer
      MyData Japan 2019
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] AI Ethics and Accountability2019

    • Author(s)
      Hiroshi Nakagawa
    • Organizer
      The 21'st Artificial Intelligence Forum(AI Forum 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] スウェーデンのプライマリケアにおける抗菌薬適正使用に有用な医療 IT システム の実態2019

    • Author(s)
      石金 正裕, 鈴木 久美子 , 郁 傑夫, 木下 典子, 木村 映善,大曲 貴夫
    • Organizer
      医療情報学39
    • Related Report
      2019 Annual Research Report
  • [Presentation] フィンランドにおける医療健康情報のレジスタの運用に関する制度の現状2019

    • Author(s)
      木村 映善
    • Organizer
      2019年度統計関連学会連合大会講演報告集
    • Related Report
      2019 Annual Research Report
  • [Presentation] 本邦がフィンランドにおける医療情報の二次利用の実態から学べること2019

    • Author(s)
      大寺 祥佑, 木村 映善, 佐々木 香織,黒田 知宏
    • Organizer
      医療情報学39(Suppl.)
    • Related Report
      2019 Annual Research Report
  • [Presentation] イングランドにおける医療情報の二次利用の制度、特に市民からの信頼再建を試みる社会的なシステム構築から日本の制度基盤を展望する2019

    • Author(s)
      佐々木 香織, 木村 映善,大寺 祥佑
    • Organizer
      医療情報学39(Suppl.)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 医療情報の二次利用の制度に関する現状2019

    • Author(s)
      伊藤 伸介,木村 映善
    • Organizer
      医療情報の二次利用の制度に関する現状
    • Related Report
      2019 Annual Research Report
  • [Presentation] Robust Audio Adversarial Example for a Physical Attack2019

    • Author(s)
      Hiromu Yakura, Jun Sakuma
    • Organizer
      The 28th International Joint Conference on Artificial Intelligence (IJCAI)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Seasonal-adjustment Based Feature Selection Method for Predicting Epidemic with Large-scale Search Engine Logs2019

    • Author(s)
      Thien Q. Tran, Jun Sakuma
    • Organizer
      25th ACM SIGKDD Conference On Knowledge Discovery And Data Mining (SIGKDD)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 人工知能倫理と社会、法律との係わり方を展望する2019

    • Author(s)
      中川裕志
    • Organizer
      enPiT第7回シンポジウム 、基調講演,2019年1月24日
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Risk of Re-identification from Payment Card Histories in Multiple Domains2018

    • Author(s)
      Satoshi Ito, Hiroaki Kikuchi
    • Organizer
      2018 IEEE 32nd International Conference on Advanced Information Networking and Applications (AINA)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Risk of Bitcoin Addresses to be Identified from Features of Output Addresses2018

    • Author(s)
      Kodai Nagata, Hiroaki Kikuchi, Chun-I Fan
    • Organizer
      2018 IEEE Conference on Dependable and Secure Computing (DSC) federated workshop
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Risk of Re-identification Based on Euclidean distance in Anonymized Data PWSCUP20152018

    • Author(s)
      Satoshi Ito, Hiroaki Kikuchi, Hiroshi Nakagawa
    • Organizer
      The 15th International Conference on Modeling Decisions for Artificial Intelligence (MDAI 2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] PWS Cup 2018: 匿名加工再識別コンテストの設計~履歴データの一般化・再識別~2018

    • Author(s)
      濱田 浩気 ,荒井 ひろみ ,小栗 秀暢 ,菊池 浩明,黒政 敦史,中川 裕志,西山 賢志郎 ,波多野 卓磨,村上 隆夫,山岡 裕司,山田 明,渡辺 知恵美
    • Organizer
      コンピュータセキュリティシンポジウム2018論文集
    • Related Report
      2018 Annual Research Report
  • [Presentation] k-匿名性の安全性について2018

    • Author(s)
      山田 道洋 , 菊池 浩明
    • Organizer
      情報処理学会研究報告,コンピュータセキュリティ研究会 (CSEC), Vol. 2019-CSEC-84, No. 34, 2019.
    • Related Report
      2018 Annual Research Report
  • [Presentation] 人工知能倫理と法制度、社会2018

    • Author(s)
      中川裕志
    • Organizer
      情報法制研究所、情報法制学会共催 第5回情報法セミナーin 京都,京都大学,2018年12月2日
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] AIネットワーク時代に向けた法・政策の在り方2018

    • Author(s)
      中川裕志
    • Organizer
      "AIネットワーク化における倫理とプライバシーシンポジウム 基調講演, 主催:大阪大学大学院法学研究科及び高等司法研究科"
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Book] 裏側から視るAI 脅威・歴史・倫理2019

    • Author(s)
      中川裕志
    • Total Pages
      176
    • Publisher
      近代科学社
    • Related Report
      2019 Annual Research Report
  • [Remarks] オープンな評価コンテストによる匿名加工アルゴリズムとリスク評価の研究」

    • URL

      https://www.kikn.fms.meiji.ac.jp/Kakenhi-Cup2018/index.html

    • Related Report
      2021 Annual Research Report
  • [Remarks] オープンな評価コンテストによる匿名加工アルゴリズムとリスク評価の研究

    • URL

      https://www.kikn.fms.meiji.ac.jp/Kakenhi-Cup2018/

    • Related Report
      2020 Annual Research Report
  • [Remarks] オープンな評価コンテストによる匿名加工アルゴリズムとリスク評価の研究

    • URL

      https://windy.mind.meiji.ac.jp/Kakenhi-Cup2018/

    • Related Report
      2019 Annual Research Report 2018 Annual Research Report

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Published: 2018-04-23   Modified: 2024-01-30  

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