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Spatio-Temporal Data Mining Systems and Algorithms that Preserves Privacy

Research Project

Project/Area Number 19500123
Research Category

Grant-in-Aid for Scientific Research (C)

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

Principal Investigator

MORIMOTO Yasuhiko  Hiroshima University, 大学院・工学研究院, 准教授 (00363010)

Project Period (FY) 2007 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2010: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2009: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2008: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2007: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywordsデータマイニング / プライバシー / 地理情報システム / 時空間データベース / 時空間データマイニング / スカイライン問い合わせ / セキュリティ / テキストマイニング / 暗号化データベース / 属性選択 / 個人情報保護 / 空間問い合わせ / 匿名性 / 多様性 / Compromise
Research Abstract

Recently, we have to be aware of individual's privacy when we handle databases. However, conventional data mining functions cannot prevent individual's privacy well enough. The proposed research has been trying to solve this privacy problem of data mining. We have developed privacy preserving pattern mining functions and query functions. Those functions use groups instead of individual records and do not have to output individual records' values such as exact spatio-temporal information of individuals.

Report

(6 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report   Self-evaluation Report ( PDF )
  • 2008 Annual Research Report
  • 2007 Annual Research Report
  • Research Products

    (52 results)

All 2011 2010 2009 2008 2007 Other

All Journal Article (19 results) (of which Peer Reviewed: 19 results) Presentation (23 results) Book (5 results) Remarks (5 results)

  • [Journal Article] Efficient Maintenance of all k-Dominant Skyline Query Results for Frequently Updated Database2010

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

      IARIA International Journal on Advances in Software Vol.3,No.3/4

      Pages: 424-433

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Co-location Pattern Mining for Unevenly Distributed Data : Algorithm, Experiments, and Applications2010

    • Author(s)
      Yasuhiko Morimoto
    • Journal Title

      International Journal of Computational Science and Engineering Vol.5,No.3/4

      Pages: 185-196

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] k-dominant and Extended k-dominant Skyline Computation by Using Statistics2010

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

      International Journal on Computer Science and Engineering (IJCSE) Vol.2,Issue 5

      Pages: 1934-1943

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Algorithm for Computing Convex Skyline Objectsets on Numerical Databases2010

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

      The Institute of Electronics, Information and Communication Engineers (IEICE) Transactions on Information and Systems Vol.E93-D,No.10

      Pages: 2709-2716

    • NAID

      10027641039

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Continuous k-Dominant Skyline Computation by Using Divide and Conquer Strategy2010

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

      The Information Processing Society of Japan (IPSJ) Transactions on Databases Vol.3,No.2

      Pages: 48-60

    • NAID

      130000299711

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Continuous k-Dominant Skyline Computation by Using Divide and Conquer Strategy2010

    • Author(s)
      Md.Anisuzzaman Siddique
    • Journal Title

      IPSJ Transactions on Databases

      Volume: 3 Pages: 48-60

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Algorithm for Computing Convex Skyline Objectsets on Numerical Databases2010

    • Author(s)
      Md.Anisuzzaman Siddique
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E93-D Pages: 2709-2716

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] k-dominant and Extended k-dominant Skyline Computation by Using Statistics2010

    • Author(s)
      Md.Anisuzzaman Siddique
    • Journal Title

      International Journal on Computer Science and Engineering

      Volume: 2 Pages: 1934-1943

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Co-location Pattern Mining for Unevenly Distributed Data : Algorithm, Experiments, and Applications2010

    • Author(s)
      Yasuhiko Morimoto
    • Journal Title

      International Journal of Computational Science and Engineering

      Volume: 5 Pages: 185-196

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Skyline Sets Query and Its Extension to Spatio-temporal Databases2010

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

      Lecture Notes in Computer Science Vol. 5999

      Pages: 317-329

    • Related Report
      2009 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] Skyline Sets Query and Its Extension to Spatio-temporal Databases2010

    • Author(s)
      Yasuhiko Morimoto
    • Journal Title

      Springer, Lecture Notes in Computer Science LNCS 5999

      Pages: 317-329

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Reviving Dominated Points in Skyline Query2009

    • Author(s)
      Taufik Djatna, Yasuhiko Morimoto
    • Journal Title

      International Journal of Computer Science and Network Security Vol.1,No.9

      Pages: 347-354

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] k-Dominant Skyline Computation by Using Sort-Filtering Method2009

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

      Lecture Notes in Artificial Intelligence vol. 5476

      Pages: 839-848

    • Related Report
      2009 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] k-Dominant Skyline Computation by Using Sort-Filtering Method2009

    • Author(s)
      Md.Anisuzzaman Siddique
    • Journal Title

      Springer, Lecture Notes in Artificial Intelligence LNAI 5476

      Pages: 839-848

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Reviving Dominated Points in Skyline Query2009

    • Author(s)
      Taufik Djatna
    • Journal Title

      International Journal of Computer Science and Network Security 1

      Pages: 347-354

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Attribute Selection for Numerical Databases that Contain Correlations2008

    • Author(s)
      Taufik Djatna, Yasuhiko Morimoto
    • Journal Title

      International Journal of Software Informatics Vol.2,No.2

      Pages: 125-140

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Attribute Selection for Numerical Databases that Contain Correlations2008

    • Author(s)
      Taufik Djatna, Yasuhiko Morimoto
    • Journal Title

      International Journal of Software Informatics Vol. 2, No. 2

      Pages: 125-140

    • Related Report
      2009 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] Attribute Selection for Numerical Databases that Contain Correlations2008

    • Author(s)
      Taufik Djatna
    • Journal Title

      International Journal of Software Informatics 2

      Pages: 125-140

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Geometrical Information Fusion from WWW and Its Related Information2007

    • Author(s)
      Yasuhiko Morimoto
    • Journal Title

      Springer, Lecture Note in Computer Science 4777

      Pages: 16-32

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Presentation] Agent-Based Convex Skyline Set Query for Cloud Computing Environment2011

    • Author(s)
      Md.Shamsul Arefin
    • Organizer
      International Workshop on Data Mining and Statistical Science(DMSS 2011)
    • Place of Presentation
      大阪
    • Year and Date
      2011-03-29
    • Related Report
      2010 Annual Research Report
  • [Presentation] Efficient Computation for k-dominant Skyline Queries with Domination Power Index2010

    • Author(s)
      Md.Anisuzzaman Siddique
    • Organizer
      International Conference on Computer and Information Technology(ICCIT 2010)
    • Place of Presentation
      バングラデシュ
    • Year and Date
      2010-12-23
    • Related Report
      2010 Annual Research Report
  • [Presentation] Extended k-dominant Skyline in High Dimensional Space2010

    • Author(s)
      Md.Anisuzzaman Siddique
    • Organizer
      International Conference on Information Science and Applications (ICISA 2010)
    • Place of Presentation
      韓国
    • Year and Date
      2010-04-22
    • Related Report
      2010 Annual Research Report
  • [Presentation] Efficient Maintenance of k-dominant Skyline for Frequently Updated Database2010

    • Author(s)
      Md.Anisuzzaman Siddique
    • Organizer
      International Conference on Advances in Databases, Knowledge, and Data Applications(DBKDA2010)
    • Place of Presentation
      フランス
    • Year and Date
      2010-04-12
    • Related Report
      2010 Annual Research Report
  • [Presentation] Efficient Maintenance of k-dominant Skyline for Frequently Updated Database2010

    • Author(s)
      Md. Anisuzzaman Siddique, Yasuhiko Morimoto
    • Organizer
      Proceedings of International Conference on Advances in Databases, Knowledge, and Data Applications (DBKDA 2010)
    • Year and Date
      2010-04-11
    • Related Report
      2009 Self-evaluation Report
  • [Presentation] Skyline Sets Query and Its Extension to Spatio-temporal Databases2010

    • Author(s)
      Yasuhiko Morimoto
    • Organizer
      International Workshop on Databases in Network ed Information System (DNIS 2010)
    • Place of Presentation
      会津若松市
    • Year and Date
      2010-03-29
    • Related Report
      2009 Annual Research Report
  • [Presentation] Efficient Computation for k-dominant Skyline Queries with Domination Power Index2010

    • Author(s)
      Md.Anisuzzaman Siddique, 森本康彦
    • Organizer
      Proceedings of The 13th IEEE International Conference on Computer and Information Technology (ICCIT 2010)pp.382-387
    • Place of Presentation
      バングラディシュ・ダッカ
    • Related Report
      2010 Final Research Report
  • [Presentation] Extended k-dominant Skyline in High Dimensional Space2010

    • Author(s)
      Md.Anisuzzaman Siddique, 森本康彦
    • Organizer
      Proceedings of The International Conference on Information Science and Applications (ICISA 2010)Vol.2,pp.520-527
    • Place of Presentation
      韓国・ソウル
    • Related Report
      2010 Final Research Report
  • [Presentation] Efficient Maintenance of k-dominant Skyline for Frequently Updated Database2010

    • Author(s)
      Md.Anisuzzaman Siddique, 森本康彦
    • Organizer
      Proceedings of The 2nd International Conference on Advances in Databases, Knowledge, and Data Applications (DBKDA 2010), pp.107-110
    • Place of Presentation
      フランス・レメヌィエール
    • Related Report
      2010 Final Research Report
  • [Presentation] Skyline Sets Query and Its Extension to Spatio-temporal Databases2010

    • Author(s)
      森本康彦, Md.Anisuzzaman Siddique
    • Organizer
      Proceedings of The 6th International Workshop on Databases in Networked Information System, Springer, LNCS 5999,pp.317-329
    • Place of Presentation
      福島
    • Related Report
      2010 Final Research Report
  • [Presentation] k-Dominant Skyline Computation by Using Sort-Filtering Method2009

    • Author(s)
      Md. Anisuzzaman Siddique
    • Organizer
      Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2009)
    • Place of Presentation
      タイ パンコク
    • Year and Date
      2009-04-27
    • Related Report
      2009 Annual Research Report
  • [Presentation] テキストからの単語重要度変動パターンの発掘2009

    • Author(s)
      鈴木裕一郎
    • Organizer
      データ工学と情報マネジメントに関するフォーラム(DEIM2009)
    • Place of Presentation
      静岡
    • Year and Date
      2009-03-09
    • Related Report
      2008 Annual Research Report
  • [Presentation] k-Dominant Skyline Computation by Using Sort-Filtering Method2009

    • Author(s)
      Md.Anisuzzaman Siddique, 森本康彦
    • Organizer
      The 13th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2009), Lecture Notes in Artificial Intelligence, vol.5476 (LNAI5476), Springer, pp.839-848
    • Place of Presentation
      タイ・バンコク
    • Related Report
      2010 Final Research Report
  • [Presentation] データベースアウトソーシングでの索引付与による暗号化データの効率的な問い合わせ2008

    • Author(s)
      田中直幸
    • Organizer
      電気・情報関連学会中国支部連合大会
    • Place of Presentation
      鳥取
    • Year and Date
      2008-10-25
    • Related Report
      2008 Annual Research Report
  • [Presentation] Algorithm for Computing Skyline ObjectSet on Numerical Databases2008

    • Author(s)
      Md.Anisuzzaman Siddique, Taufik Djatna, 森本康彦
    • Organizer
      The 3rd International Workshop on Data-Mining and Statistical Science (DMSS2008), Japanese Society of Artificial Intelligence (JSAI), pp.40-43
    • Place of Presentation
      東京
    • Year and Date
      2008-09-25
    • Related Report
      2010 Final Research Report
  • [Presentation] Feature Selection for Databases that Contain Correlated Attributes by Using Two Dimensional Rules2008

    • Author(s)
      Taufik Djatna, 森本康彦
    • Organizer
      The 3rd International Workshop on Data-Mining and Statistical Science (DMSS2008), Japanese Society of Artificial Intelligence (JSAI), pp.48-51
    • Place of Presentation
      東京
    • Year and Date
      2008-09-25
    • Related Report
      2010 Final Research Report
  • [Presentation] Feature Selection for Databases that Contain Correlated Attributes by Using Two Dimensional Rules2008

    • Author(s)
      Taufik Djatna
    • Organizer
      International Workshop on Data-Mining and Statistical Science
    • Place of Presentation
      東京
    • Year and Date
      2008-09-25
    • Related Report
      2008 Annual Research Report
  • [Presentation] Algorithm for Computing Skyline ObjectSet on Numerical Databases2008

    • Author(s)
      Md. Anisuzzaman Siddique
    • Organizer
      International Workshop on Data-Mining and Statistical Science
    • Place of Presentation
      東京
    • Year and Date
      2008-09-25
    • Related Report
      2008 Annual Research Report
  • [Presentation] 時空間データマイニングとその応用2008

    • Author(s)
      森本康彦
    • Organizer
      2008年度日本建築学会大会, 情報システム技術部門 研究協議会資料
    • Place of Presentation
      パネルディスカッション「地域情報化-社会的課題の解決手段としての意義と展望」
    • Year and Date
      2008-09-18
    • Related Report
      2009 Self-evaluation Report
  • [Presentation] 時空間デークマイニングとその応用2008

    • Author(s)
      森本康彦
    • Organizer
      日本建築学会大会
    • Place of Presentation
      広島
    • Year and Date
      2008-09-18
    • Related Report
      2008 Annual Research Report
  • [Presentation] A Novel Feature Selection Algorithm for Strongly Correlated Attributes Using Two-Dimensional Discriminant Rules2008

    • Author(s)
      Taufik Diatna
    • Organizer
      Data Engineering Workshop DEWS 2008
    • Place of Presentation
      宮崎
    • Year and Date
      2008-03-09
    • Related Report
      2007 Annual Research Report
  • [Presentation] 時空間データマイニングとその応用2008

    • Author(s)
      森本康彦
    • Organizer
      2008年度日本建築学会大会,情報システム技術部門研究協議会資料,pp.45-54,(パネルディスカッション「地域情報化-社会的課題の解決手段としての意義と展望」)
    • Place of Presentation
      広島
    • Related Report
      2010 Final Research Report
  • [Presentation] Geometrical Information Fusion from WWW and Its Related Information2007

    • Author(s)
      森本康彦
    • Organizer
      Proceedings of The 5nd International Workshop on Databases in Networked Information System, Springer LNCS 4777, pp.16-32
    • Place of Presentation
      福島
    • Related Report
      2010 Final Research Report
  • [Book] オンラインハンドブック「知識ベース 知識の森」www.ieice-hbgkb.org/portal/(「頻出パターンの抽出」を担当)注:H21(2009)年度β版として公開, H22(2010)年度(2011年2月)正式版として一般公開2011

    • Author(s)
      森本康彦(分担執筆)
    • Publisher
      電子情報通信学会
    • Related Report
      2010 Annual Research Report
  • [Book] オンラィンハンドブック「知識ベース 知識の森」www.ieice-hbgkb.org/portal/(「頻出パターンの抽出」を担当)2010

    • Author(s)
      森本康彦(分担執筆)
    • Publisher
      電子情報通信学会
    • Related Report
      2009 Annual Research Report
  • [Book] 知の根源を問う(共編,分担執筆)2008

    • Author(s)
      青木孝夫, 坂田省吾, 林光緒, 平手友彦, 森本康彦編
    • Total Pages
      260
    • Publisher
      培風館
    • Related Report
      2010 Final Research Report
  • [Book] 知の根源を問う2008

    • Author(s)
      森本康彦(編集および分担執筆)
    • Total Pages
      260
    • Publisher
      培風館
    • Related Report
      2007 Annual Research Report
  • [Book] オンライン知識ベース("知識の森(より順次公開予定)"),(7群6編6章"頻出パターンの抽出"を分担執筆)

    • Author(s)
      森本康彦, 他
    • Publisher
      電子情報通信学会
    • URL

      http://www.ieice-hbkb.org/portal/

    • Related Report
      2010 Final Research Report
  • [Remarks] ホームページ情報

    • URL

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

    • Related Report
      2010 Final Research Report
  • [Remarks] 以下のホームページにおいてこれまでの研究成果を公開している

    • Related Report
      2010 Final Research Report
  • [Remarks]

    • URL

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

    • Related Report
      2010 Annual Research Report
  • [Remarks] 以下のホームページにおいてこれまでの研究成果を公開している

    • URL

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

    • Related Report
      2009 Self-evaluation Report
  • [Remarks]

    • URL

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

    • Related Report
      2009 Annual Research Report

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Published: 2007-04-01   Modified: 2016-04-21  

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