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2011 Fiscal Year Final Research Report

Research on Temporal Active Mining for Clinical Process Management

Research Project

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Project/Area Number 21300052
Research Category

Grant-in-Aid for Scientific Research (B)

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

Principal Investigator

TSUMOTO Shusaku  島根大学, 医学部, 教授 (10251555)

Co-Investigator(Kenkyū-buntansha) HIRANO Shoji  島根大学, 医学部, 准教授 (60333506)
ABE Hidenao  島根大学, 医学部, 助教 (00397853)
Co-Investigator(Renkei-kenkyūsha) EISUKE Hanada  島根大学, 医学部, 准教授 (90244095)
Project Period (FY) 2009 – 2011
Keywords知識発見とデータマイニング / 病院情報システム / 時系列マイニング / クラスタリング
Research Abstract

The research achievements of this project are summarized as follows :(1) Application of temporal data mining process to datasets on the number of clinical orders captured temporal characteristics of clinical orders and extracted important knowledge for clinical process management.(2) Application of temporal data mining methods to datasets on temporal change of nursing orders showed that nursing orders can be classified into three major categories : the orders common to a disease and those specific to the status of severity of patients.(3) Especially for a disease where a clinical pathway is applied, the proposed process provided a empirical validation method for the clinical pathway and supported its revision.

  • Research Products

    (51 results)

All 2012 2011 2010 2009

All Journal Article (14 results) (of which Peer Reviewed: 13 results) Presentation (36 results) Book (1 results)

  • [Journal Article] Correlation and Regression Analysis for Characterizations of a University Hospital2011

    • Author(s)
      Y. Tsumoto and S. Tsumoto
    • Journal Title

      Rev Socionetwork Strat

      Volume: 5 Pages: 43-55

    • DOI

      DOI:10.1007/s12626-010-0020-z

    • Peer Reviewed
  • [Journal Article] Detection of risk factors using trajectory mining2011

    • Author(s)
      S. Tsumoto and S. Hirano
    • Journal Title

      J. Intell. Inf. Syst

      Volume: 36 Pages: 403-425

    • DOI

      DOI:10.1007/s10844-009-0114-7

    • Peer Reviewed
  • [Journal Article] Residual as Linear Sum of Matrix Determinants in Multiway Contingency Tables2011

    • Author(s)
      S. Tsumoto and S. Hirano
    • Journal Title

      International Journal of Computational Intelligence Systems

      Volume: 4 Pages: 1080-1089

    • DOI

      DOI:10.1080/18756891.2011.9727856

    • Peer Reviewed
  • [Journal Article] Evaluating a Temporal Pattern Detection Method for Finding Research Keys in Bibliographical Data2011

    • Author(s)
      H. Abe and S. Tsumoto
    • Journal Title

      T. Rough Sets

      Volume: 14 Pages: 1-17

    • DOI

      DOI:10.1007/978-3-642-21563-6_1

    • Peer Reviewed
  • [Journal Article] 病院情報システムに基づく診療サービスの創出に向けて2011

    • Author(s)
      津本周作, 平野章二, 阿部秀尚
    • Journal Title

      人工知能学会誌

      Volume: 26(2) Pages: 139-146

  • [Journal Article] Risk Mining in Medicine : Application of Data Mining to Medical Risk Management2011

    • Author(s)
      Shusaku Tsumoto, Shoji Hirano
    • Journal Title

      Fundam. Inform

      Volume: 98(1) Pages: 107-121

    • DOI

      DOI:10.3233/FI-2010-219

    • Peer Reviewed
  • [Journal Article] Multiscale Comparison and Clustering of Three-Dimensional Trajectories Based on Curvature Maxima2010

    • Author(s)
      S. Hirano and S. Tsumoto
    • Journal Title

      International Journal of Information Technology and Decision Making

      Volume: 9 Pages: 889-904

    • DOI

      DOI:10.1142/S021962201000410X

    • Peer Reviewed
  • [Journal Article] Some Remarks on the Concept of Approximations from the View of Knowledge Engineering2010

    • Author(s)
      T. Y. Lin, R. Barot, and S. Tsumoto
    • Journal Title

      International Journal of Computational Intelligence and Natural Intelligence

      Volume: 4 Pages: 1-11

    • DOI

      DOI:10.4018/jcini.2010040101

    • Peer Reviewed
  • [Journal Article] Exploratory Univariate Analysis on the Characterization of a University Hospital : A Preliminary Step to Data-Mining-Based Hospital Management using an Exploratory Univariate Analysis of a University Hospital2010

    • Author(s)
      Y. Tsumoto and S. Tsumoto
    • Journal Title

      The Review of Socionetwork Strategies

      Volume: 4(2) Pages: 47-63

    • DOI

      Doi:10.1007/s12626-010-0014-x

    • Peer Reviewed
  • [Journal Article] Improving a rule evaluation support method based on objective indices International Journal of Advanced Intelligence Paradigms2010

    • Author(s)
      Hidenao Abe, Shusaku Tsumoto, Miho Ohsaki, Takahira Yamaguchi
    • Volume
      2
    • Pages
      180-197
    • DOI

      DOI:10.1504/IJAIP.2010.030534

    • Peer Reviewed
  • [Journal Article] Contingency matrix theory : Statistical dependence in a contingency table2009

    • Author(s)
      Shusaku Tsumoto
    • Journal Title

      Information Sciences

      Volume: 179 Pages: 1615-1627

    • DOI

      DOI:10.1016/j.ins.2008.11.023

    • Peer Reviewed
  • [Journal Article] Contingency Matrix Theory II : Degree of Dependence as Granularity2009

    • Author(s)
      Shusaku Tsumoto
    • Journal Title

      Fundamenta Informaticae

      Volume: 90 Pages: 427-442

    • DOI

      DOI:10.1016/j.ins.2008.11.023

    • Peer Reviewed
  • [Journal Article] Statistical Independence and Determinants in a Contingency Table-Interpretation of Pearson Residuals based on Linear Algebra-2009

    • Author(s)
      Shusaku Tsumoto, Shoji Hirano
    • Journal Title

      Fundam. Inform

      Volume: 90(3) Pages: 251-267

    • DOI

      DOI:10.3233/FI-2009-0017

    • Peer Reviewed
  • [Journal Article] Investigating Accuracies of Classifications for Randomized Imbalanced Class Distributions2009

    • Author(s)
      Hidenao Abe, Shusaku Tsumoto
    • Journal Title

      Fundam. Inform

      Volume: 90(4) Pages: 369-378

    • DOI

      DOI:10.3233/FI-2009-0024

    • Peer Reviewed
  • [Presentation] Multidimensional temporal mining in clinical data2012

    • Author(s)
      S. Tsumoto
    • Organizer
      ACM Symposium on Healthcare IT 2012
    • Place of Presentation
      Miami, US
    • Year and Date
      20120128-30
  • [Presentation] Trajectories Mining2012

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      Workshop on Geotemporal Information Processing
    • Place of Presentation
      Bangalore, India
    • Year and Date
      2012-03-08
  • [Presentation] Visualization of Hospital Services Using Data Mining Methods2011

    • Author(s)
      S. Tsumoto
    • Organizer
      IEEE ICDM 2012(Workshop on Data Mining in Services)
    • Place of Presentation
      Vancouver, Canada
    • Year and Date
      20111211-13
  • [Presentation] Capturing Behavior of Medical Staff : A Similarity-Oriented Temporal Data Mining Approach2011

    • Author(s)
      S. Tsumoto
    • Organizer
      Future Generation of Information Technology
    • Place of Presentation
      Jeju, Korea
    • Year and Date
      20111208-10
  • [Presentation] 病院情報システムに蓄積されたデータに基づく時系列マイニング2011

    • Author(s)
      岩田春子, 津本周作
    • Organizer
      第31回医療情報学連合大会
    • Place of Presentation
      鹿児島
    • Year and Date
      20111123-25
  • [Presentation] Clustering-based analysis in hospital information systems2011

    • Author(s)
      S. Tsumoto
    • Organizer
      IEEE GrC 2011
    • Place of Presentation
      Kaohsiung, Taiwan
    • Year and Date
      20111108-10
  • [Presentation] A new framework for incremental rule induction based on rough sets2011

    • Author(s)
      S. Tsumoto
    • Organizer
      IEEE GrC 2011
    • Place of Presentation
      Kaohsiung, Taiwan
    • Year and Date
      20111108-10
  • [Presentation] Information reuse in hospital information systems2011

    • Author(s)
      S. Tsumoto
    • Organizer
      IEEE IRI 2011
    • Place of Presentation
      Las Vegas, US
    • Year and Date
      20110803-05
  • [Presentation] データに基づいた病院サービスの構築2011

    • Author(s)
      津本周作
    • Organizer
      サービス科学ワークショップ
    • Place of Presentation
      京都
    • Year and Date
      2011-10-18
  • [Presentation] 病院サービスの可視化2011

    • Author(s)
      津本周作
    • Organizer
      SRII Japan Chapter
    • Place of Presentation
      東京
    • Year and Date
      2011-05-18
  • [Presentation] Towards Data-Oriented Hospital Services2011

    • Author(s)
      S. Tsumoto
    • Organizer
      SRII 2011 Global Conference
    • Place of Presentation
      San Jose, USA
    • Year and Date
      2011-03-31
  • [Presentation] 病院サービスの創出に向けて2011

    • Author(s)
      津本周作
    • Organizer
      関西サービスイノベーション創造会議(招待講演)
    • Place of Presentation
      大阪商工会議所
    • Year and Date
      2011-03-19
  • [Presentation] Towards Data-Oriented Hospital Services : Data Mining-Based Hospital Management2010

    • Author(s)
      S Tsumoto and S. Hirano
    • Organizer
      ICDM 2011 Workshop on Data Mining for Services
    • Place of Presentation
      Sydney, Australia
    • Year and Date
      2010-12-14
  • [Presentation] Text Categorization with Considering Temporal Patterns of Term Usages2010

    • Author(s)
      Hidenao Abe and S Tsumoto
    • Organizer
      ICDM 2011 Workshop on Data Mining for Services
    • Place of Presentation
      Sydney, Australia
    • Year and Date
      2010-12-14
  • [Presentation] 病院情報システムに蓄積されたデータに基づく看護ケアと観察に関する記述の分析2010

    • Author(s)
      岩田春子, 津本周作
    • Organizer
      第30回医療情報学連合大会
    • Place of Presentation
      浜松
    • Year and Date
      2010-11-21
  • [Presentation] Trend detection from large text data2010

    • Author(s)
      H. Abe and S. Tsumoto
    • Organizer
      IEEE SMC 2010
    • Place of Presentation
      Istabul, Turkey
    • Year and Date
      2010-10-13
  • [Presentation] Information Granules of Statistical Dependence in Multiway Contingency Tables2010

    • Author(s)
      S. Tsumoto and S. Hirano
    • Organizer
      IEEE GrC 2010
    • Place of Presentation
      San Jose, USA
    • Year and Date
      2010-08-15
  • [Presentation] Hierarchical, Granular Representation of Non-metric Proximity Data2010

    • Author(s)
      S. Hirano and S. Tsumoto
    • Organizer
      IEEE GrC 2010
    • Place of Presentation
      San Jose, USA
    • Year and Date
      2010-08-15
  • [Presentation] Representation of Granularity for Non-Euclidian Relational Data by Jaccard Coefficients2010

    • Author(s)
      S. Hirano and S. Tsumoto
    • Organizer
      RSCTC 2010
    • Place of Presentation
      Warsaw, Poland
    • Year and Date
      2010-06-28
  • [Presentation] Multiscale Comparison of Three-Dimensional Trajectories Based on the Curvature Maxima and Its Application to Medicine SBP20102010

    • Author(s)
      S. Hirano and S. Tsumoto
    • Place of Presentation
      Maryland, USA
    • Year and Date
      2010-04-01
  • [Presentation] Multiscale Comparison of Three-Dimensional Trajectories : A Preliminary Step2009

    • Author(s)
      Shoji Hirano and Shusaku Tsumoto
    • Organizer
      RSFDGrC 2009
    • Place of Presentation
      New Delhi, India
    • Year and Date
      20091215-18
  • [Presentation] Comparing Temporal Behavior of Phrases on Multiple Indexes with a Burst Word Detection Method2009

    • Author(s)
      Hidenao Abe and Shusaku Tsumoto
    • Organizer
      RSFDGrC 2009
    • Place of Presentation
      New Delhi, India
    • Year and Date
      20091215-18
  • [Presentation] Trajectory Mining2009

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      M 2009(SAS Data Mining Conference)
    • Place of Presentation
      Las Vegas, USA
    • Year and Date
      20091026-27
  • [Presentation] Pearson residuals in multi-way contingency tables2009

    • Author(s)
      Shusaku Tsumoto, Shoji Hirano and Hidenao Abe
    • Organizer
      IEEE SMC 2009
    • Place of Presentation
      San Antonio, USA
    • Year and Date
      20091011-14
  • [Presentation] Detecting temporal patterns of technical phrases by using importance indices in a research documents2009

    • Author(s)
      Hidenao Abe and Shusaku Tsumoto
    • Organizer
      IEEE SMC 2009
    • Place of Presentation
      San Antonio, USA
    • Year and Date
      20091011-14
  • [Presentation] Evaluation of a Classification Rule Mining Algorithm Based on Secondary Difference2009

    • Author(s)
      Hidenao Abe and Shusaku Tsumoto
    • Organizer
      KES 2009
    • Place of Presentation
      San Diago
    • Year and Date
      20090928-30
  • [Presentation] Detecting Temporal Patterns of Importance Indices about Technical Phrases2009

    • Author(s)
      Hidenao Abe and Shusaku Tsumoto
    • Organizer
      KES 2009
    • Place of Presentation
      San Diago
    • Year and Date
      20090928-30
  • [Presentation] Detecting Temporal Trends of Technical Phrases by Using Importance Indices and Linear Regression2009

    • Author(s)
      Hidenao Abe and Shusaku Tsumoto
    • Organizer
      ISMIS 2009
    • Place of Presentation
      Prague, Czech
    • Year and Date
      20090914-17
  • [Presentation] Multivariate Statistical Independence and Contingency Tables2009

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      IEEE GrC 2009
    • Place of Presentation
      Nanchang
    • Year and Date
      20090817-19
  • [Presentation] Detection of Trends of Technical Phrases in Text Mining2009

    • Author(s)
      Hidenao Abe and Shusaku Tsumoto
    • Organizer
      IEEE GrC 2009
    • Place of Presentation
      Nanchang
    • Year and Date
      20090817-19
  • [Presentation] A Comparison of Composed Objective Rule Evaluation Indices Using PCA and Single Indices2009

    • Author(s)
      Hidenao Abe and Shusaku Tsumoto
    • Organizer
      RSKT 2009
    • Place of Presentation
      Gold Coast
    • Year and Date
      20090714-16
  • [Presentation] Evaluating a method to detect temporal trends of phrases in research documents2009

    • Author(s)
      Hidenao Abe and Shusaku Tsumoto
    • Organizer
      IEEE ICCI 2009
    • Place of Presentation
      Hong Kong
    • Year and Date
      20090615-17
  • [Presentation] Statistical Independence of Multivariate Contingency Tables2009

    • Author(s)
      Shusaku Tsumoto, Shoji Hirano and Hidenao Abe
    • Organizer
      NAFIPS 2009
    • Place of Presentation
      Cincinnati, OH, USA
    • Year and Date
      20090614-17
  • [Presentation] Multidimensional Trajectory Mining and its Application to Medicine2009

    • Author(s)
      Shusaku Tsumoto and Shoji Hirano
    • Organizer
      IEEE CME 2009
    • Place of Presentation
      Tempe, USA
    • Year and Date
      20090409-11
  • [Presentation] Data Mining in Hospital Information System for Hospital Management2009

    • Author(s)
      Shusaku Tsumoto and Shoji Hirano
    • Organizer
      IEEE CME 2009
    • Place of Presentation
      Tempe, USA
    • Year and Date
      20090409-11
  • [Presentation] Detecting Similarity of Transferring Datasets Based on Features of Classification Rules2009

    • Author(s)
      Hidenao Abe and Shusaku Tsumoto
    • Organizer
      ICDM 2009 Workshop on Transfer Mining
    • Place of Presentation
      Miami, USA
    • Year and Date
      2009-12-06
  • [Book] 神経医工学2009

    • Author(s)
      呉景龍, 津本周作
    • Total Pages
      295
    • Publisher
      オーム社

URL: 

Published: 2013-07-31  

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