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Development of Advanced Analytical Technology for Llarge-scale Medical Data

Research Project

Project/Area Number 15H02705
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Multimedia database
Research InstitutionKumamoto University

Principal Investigator

Sakurai Yasushi  熊本大学, 大学院先端科学研究部(工), 教授 (30466411)

Co-Investigator(Kenkyū-buntansha) 有次 正義  熊本大学, 大学院先端科学研究部(工), 教授 (40282412)
吉川 正俊  京都大学, 情報学研究科, 教授 (30182736)
今中 雄一  京都大学, 医学研究科, 教授 (10256919)
Research Collaborator Faloutsos Christos  カーネギーメロン大学, Dept. of Computer Science, 教授
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥17,290,000 (Direct Cost: ¥13,300,000、Indirect Cost: ¥3,990,000)
Fiscal Year 2017: ¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2016: ¥6,240,000 (Direct Cost: ¥4,800,000、Indirect Cost: ¥1,440,000)
Fiscal Year 2015: ¥6,500,000 (Direct Cost: ¥5,000,000、Indirect Cost: ¥1,500,000)
Keywords医療情報 / 時系列解析 / 予測 / 医療情報解析 / 時系列データマイニング / ビッグデータ / データマイニング
Outline of Final Research Achievements

With the aim of improving health care and medical services, we develop a unifying advanced analytical technology that will make it possible to extract latent relationships in complex time-stamped medical data (e.g., electronic medical records). Medical data analytical technology is considered important throughout the world. Our developed method can identify important dynamical patterns and forecast long-range future events, incrementally and automatically.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • Research Products

    (52 results)

All 2018 2017 2016 2015 Other

All Int'l Joint Research (2 results) Journal Article (14 results) (of which Int'l Joint Research: 9 results,  Peer Reviewed: 14 results,  Open Access: 1 results,  Acknowledgement Compliant: 9 results) Presentation (31 results) (of which Int'l Joint Research: 11 results,  Invited: 12 results) Remarks (4 results) Patent(Industrial Property Rights) (1 results)

  • [Int'l Joint Research] カーネギーメロン大学/ピッツバーグ大学(米国)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] カーメギーメロン大学(米国)

    • Related Report
      2015 Annual Research Report
  • [Journal Article] 自動パターン検出のためのストリーム アルゴリズム2018

    • Author(s)
      川畑光希, 松原靖子, 櫻井保志
    • Journal Title

      情報処理学会論文誌:データベース

      Volume: 11 (1) Pages: 1-10

    • NAID

      170000149469

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Non-linear Dynamics of Information Diffusion in Social Networks2017

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai, B. Aditya Prakash, Lei Li, Christos Faloutsos
    • Journal Title

      ACM Transactions on the Web (TWEB)

      Volume: 11 (2)

    • Related Report
      2017 Annual Research Report 2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Automatic and Effective Mining of Coevolving Online Activities2017

    • Author(s)
      Thinh Minh Do, Yasuko Matsubara, Yasushi Sakurai
    • Journal Title

      Lecture Notes in Computer Science (Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD)

      Volume: LNCS, volume 10235 Pages: 233-246

    • DOI

      10.1007/978-3-319-57529-2_19

    • ISBN
      9783319575285, 9783319575292
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 生態系モデルに基づくオンライン活動データの非線形解析2017

    • Author(s)
      松原靖子, 櫻井保志, Christos Faloutsos
    • Journal Title

      電気情報通信学会論文誌

      Volume: J100-D (4) Pages: 457-471

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 大規模オンライン活動データの特徴自動抽出2017

    • Author(s)
      松原靖子, 櫻井保志, Christos Faloutsos
    • Journal Title

      情報処理学会論文誌:データベース

      Volume: 10 (3) Pages: 1-15

    • NAID

      170000148931

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Ecosystem on the Web: non-linear mining and forecasting of co-evolving online activities2017

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai, Christos Faloutsos
    • Journal Title

      World Wide Web, Springer,

      Volume: Vol. 20, Issue 3 Pages: 439-465

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] 生態系モデルに基づくオンライン活動データの非線形解析2017

    • Author(s)
      松原靖子, 櫻井保志, Christos Faloutsos
    • Journal Title

      電気情報通信学会論文誌D

      Volume: Vol.J100-D, 4 Pages: 457-471

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Ecosystem on the Web: non-linear mining and forecasting of co-evolving online activities2016

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai, Christos Faloutsos
    • Journal Title

      World Wide Web

      Volume: - Issue: 3 Pages: 1-27

    • DOI

      10.1007/s11280-016-0389-x

    • Related Report
      2017 Annual Research Report 2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] 大規模データストリームのリアルタイム予測2016

    • Author(s)
      松原靖子, 櫻井保志
    • Journal Title

      情報処理学会論文誌:データベース

      Volume: Vol.9 No.4 Pages: 32-45

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 大規模疫病データのための非線形モデル解析2016

    • Author(s)
      松原靖子, 櫻井保志, Willem G. van Panhuis, Christos Faloutsos
    • Journal Title

      情報処理学会論文誌:データベース

      Volume: Vol.9 No.4 Pages: 17-31

    • NAID

      170000148326

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Non-linear Time-series Analysis of Social2016

    • Author(s)
      Thinh Minh Do, Yasuko Matsubara, Yasushi Sakurai
    • Journal Title

      Journal of Information Processing

      Volume: Vol. 24, No. 6 Pages: 937-945

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] 車両走行センサデータからの自動パターン検出2016

    • Author(s)
      本田 崇人, 松原 靖子, 根山 亮, 櫻井 保志
    • Journal Title

      情報処理学会論文誌:データベース

      Volume: Vol. 9, No. 3 Pages: 1-13

    • NAID

      170000151213

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Non-linear Time-series Analysis of Social Influence2016

    • Author(s)
      Thinh Minh Do, Yasuko Matsubara, Yasushi Sakurai
    • Journal Title

      Journal of Information Processing

      Volume: 9(3)

    • NAID

      130005282159

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 車両走行センサデータからの自動パターン検出2016

    • Author(s)
      本田崇人, 松原靖子, 根山亮, 櫻井保志
    • Journal Title

      情報処理学会論文誌:データベース

      Volume: 9(3)

    • NAID

      170000151213

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] 深層学習を用いた時系列データの要約と分類2018

    • Author(s)
      山室 冴, 松原 靖子, 川畑 光希, 井手 優介, 梅田 裕平, 古川 忠延, 丸橋 弘治, 稲越 宏弥, 大川 佳寛, 櫻井 保志
    • Organizer
      データ工学と情報マネジメントに関するフォーラム (DEIM2018)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 電子診療報酬データの多角的解析2018

    • Author(s)
      衛藤 亮太, 松原 靖子, 山下 和人, 國澤 進, 今中 雄一, 櫻井 保志
    • Organizer
      データ工学と情報マネジメントに関するフォーラム (DEIM2018)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 時系列ビッグデータのリアルタイム解析:新技術と挑戦2017

    • Author(s)
      櫻井保志
    • Organizer
      日本コンピュータ化学会2017秋季年会 特別講演
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 時系列ビッグデータのリアルタイム解析:新技術と挑戦2017

    • Author(s)
      櫻井保志
    • Organizer
      くまもと技術革新・融合研究会(RIST)シンポジム
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 時系列ビッグデータのリアルタイム解析:新技術と挑戦2017

    • Author(s)
      櫻井保志
    • Organizer
      電子情報通信学会 PRMU/IE/MI/SIP 合同研究会 特別講演
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Smart Analytics for Big Time-series Data2017

    • Author(s)
      Yasushi Sakurai, Yasuko Matsubara, Christos Faloutsos
    • Organizer
      ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD)
    • Related Report
      2017 Annual Research Report 2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automatic and Effective Mining of Coevolving Online Activities2017

    • Author(s)
      Thinh Minh Do, Yasuko Matsubara, Yasushi Sakurai
    • Organizer
      Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD)
    • Related Report
      2017 Annual Research Report 2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 大規模データストリームの将来予測アルゴリズム2017

    • Author(s)
      松原 靖子, 櫻井 保志
    • Organizer
      情報処理学会Webとデータベースに関するフォーラム(WebDB Forum 2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 大規模疫病データのための非線形モデル解析2017

    • Author(s)
      松原 靖子, 櫻井 保志
    • Organizer
      情報処理学会Webとデータベースに関するフォーラム(WebDB Forum 2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 深層学習を用いた 電子カルテ医療情報の多角的解析2017

    • Author(s)
      衛藤 亮太, 松原 靖子, 山下 和人, 國澤 進, 今中 雄一, 櫻井 保志
    • Organizer
      情報処理学会データベースシステム研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 時系列ビッグデータのリアルタイム解析:新技術と挑戦2017

    • Author(s)
      櫻井保志
    • Organizer
      電子情報通信学 PRMU/IE/MI/SIP 合同研究会
    • Place of Presentation
      名古屋工業大学
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Regime Shifts in Streams: Real-time Forecasting of Co-evolving Time Sequences2016

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai
    • Organizer
      ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD)
    • Place of Presentation
      San Francisco, California
    • Year and Date
      2016-08-13
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Non-Linear Mining of Competing Local Activities2016

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai, Christos Faloutsos
    • Organizer
      International World Wide Web Conference (WWW)
    • Place of Presentation
      Melbourne, Canada
    • Year and Date
      2016-04-11
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Mining Big Time-series Data on the Web2016

    • Author(s)
      Yasushi Sakurai, Yasuko ,Christos Faloutsos
    • Organizer
      International World Wide Web Conference (WWW)
    • Place of Presentation
      Montreal, Canada
    • Year and Date
      2016-04-11
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Non-Linear Mining of Competing Local Activities2016

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai, Christos Faloutsos
    • Organizer
      International World Wide Web Conference (WWW)
    • Place of Presentation
      Montreal, Canada
    • Year and Date
      2016-04-11
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Mining Big Time-series Data on the Web2016

    • Author(s)
      Yasushi Sakurai,Yasuko Matsubara, Christos Faloutsos
    • Organizer
      International World Wide Web Conference (WWW) (チュートリアル講演)
    • Place of Presentation
      Montreal, Canada
    • Year and Date
      2016-04-11
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 自動パターン検出のためのストリームアルゴリズム2016

    • Author(s)
      川畑 光希, 松原 靖子, 櫻井 保志
    • Organizer
      第8回データ工学と情報マネジメントに関するフォーラム (DEIM2016) (最優秀論文賞)
    • Place of Presentation
      福岡
    • Year and Date
      2016-02-29
    • Related Report
      2015 Annual Research Report
  • [Presentation] 生態系モデルに基づくオンライン活動データの非線形解析2016

    • Author(s)
      松原 靖子, 櫻井 保志, Christos Faloutsos
    • Organizer
      第8回データ工学と情報マネジメントに関するフォーラム (DEIM2016) (優秀論文賞)
    • Place of Presentation
      福岡
    • Year and Date
      2016-02-29
    • Related Report
      2015 Annual Research Report
  • [Presentation] 大規模疫病データのための非線形テンソル解析2016

    • Author(s)
      松原 靖子, 櫻井 保志, Willem G. van Panhuis, Christos Faloutsos
    • Organizer
      第8回データ工学と情報マネジメントに関するフォーラム (DEIM2016)
    • Place of Presentation
      福岡
    • Year and Date
      2016-02-29
    • Related Report
      2015 Annual Research Report
  • [Presentation] Real-time Forecasting of IoT Big Data: Foundations and Challenges2016

    • Author(s)
      櫻井保志
    • Organizer
      the 11th Korea-Japan Database Workshop (KJDB)
    • Place of Presentation
      Daegu, South Korea
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 実社会データへの機械学習応用2016

    • Author(s)
      櫻井保志
    • Organizer
      電子情報通信学会 情報論的学習理論と機械学習(IBISML)研究会
    • Place of Presentation
      京都大学
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 時系列ビッグデータ解析の新たな展開2016

    • Author(s)
      櫻井保志
    • Organizer
      電子情報通信学会IE研究会 映像情報メディア学会ME-AIT研究会 合同研究会
    • Place of Presentation
      福岡大学
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] ビッグデータのための非線形時系列解析とその応用2016

    • Author(s)
      櫻井保志
    • Organizer
      第5回生命医薬情報学連合大会(IIBMP 2016)
    • Place of Presentation
      東京都 東京国際交流館プラザ平成
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Mining and Forecasting of Big Time-series Data2016

    • Author(s)
      櫻井保志
    • Organizer
      JST ERATO 河原林巨大グラフプロジェクト
    • Place of Presentation
      東京都 学術総合センター
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Mining Big Time-series Data on the Web2016

    • Author(s)
      櫻井保志
    • Organizer
      POSTEC Database Workshop
    • Place of Presentation
      韓国 POSTEC
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 時系列ビッグデータ解析とその応用2016

    • Author(s)
      櫻井保志
    • Organizer
      日本基礎心理学会
    • Place of Presentation
      慶應義塾大学
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 車両走行センサデータからの自動パターン検出2015

    • Author(s)
      本田崇人, 松原靖子, 根山亮, 櫻井保志
    • Organizer
      第8回 Webとデータベースに関するフォーラム (WebDB Forum 2015) (最優秀論文賞)
    • Place of Presentation
      東京
    • Year and Date
      2015-11-24
    • Related Report
      2015 Annual Research Report
  • [Presentation] Non-linear Time-series Analysis of Social Influence2015

    • Author(s)
      Minh Thinh Do, Yasuko Matsubara, Yasushi Sakurai
    • Organizer
      第8回 Webとデータベースに関するフォーラム (WebDB Forum 2015)
    • Place of Presentation
      東京
    • Year and Date
      2015-11-24
    • Related Report
      2015 Annual Research Report
  • [Presentation] 時系列ビッグデータ解析の新たな方向性2015

    • Author(s)
      櫻井保志
    • Organizer
      ACM SIGMOD日本支部第59回支部大会(第22回先端的データベースとWeb技術動向講演会)
    • Place of Presentation
      東京
    • Year and Date
      2015-06-13
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Mining and Forecasting of Big Time-series data2015

    • Author(s)
      Yasushi Sakurai,Yasuko Matsubara, Christos Faloutsos
    • Organizer
      ACM SIGMOD Conference (チュートリアル講演)
    • Place of Presentation
      Melbourne, Victoria, Australia
    • Year and Date
      2015-05-31
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] The Web as a Jungle: Non-Linear Dynamical Systems for Co-evolving Online Activities2015

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai, Christos Faloutsos
    • Organizer
      International World Wide Web Conference (WWW)
    • Place of Presentation
      Florence, Italy
    • Year and Date
      2015-05-18
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Remarks] 櫻井保志

    • URL

      http://www.cs.kumamoto-u.ac.jp/~yasushi/index-j.html

    • Related Report
      2017 Annual Research Report 2016 Annual Research Report
  • [Remarks] 櫻井研究室

    • URL

      http://www.dm.cs.kumamoto-u.ac.jp/sakurai_lab/ja/

    • Related Report
      2017 Annual Research Report 2016 Annual Research Report
  • [Remarks] Mining Big Time-series Data on the Web

    • URL

      http://www.cs.kumamoto-u.ac.jp/~yasuko/TALKS/16-WWW-tut/

    • Related Report
      2015 Annual Research Report
  • [Remarks] Mining and Forecasting of Big Time-series data

    • URL

      http://www.cs.kumamoto-u.ac.jp/~yasuko/TALKS/15-SIGMOD-tut/

    • Related Report
      2015 Annual Research Report
  • [Patent(Industrial Property Rights)] 時系列データストリームのための情報予測装置、方法、及びプログラム2016

    • Inventor(s)
      時系列データストリームのための情報予測装置、方法、及びプログラム
    • Industrial Property Rights Holder
      時系列データストリームのための情報予測装置、方法、及びプログラム
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2016-138075
    • Filing Date
      2016-07-12
    • Related Report
      2016 Annual Research Report

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Published: 2015-04-16   Modified: 2022-08-22  

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