Research on Temporal Active Mining for Clinical Process Management

• Project/Area Number: 21300052
• Research Category: Grant-in-Aid for Scientific Research (B)
• Allocation Type: Single-year Grants
• Section: 一般
• Research Field: Intelligent informatics
• Research Institution: Shimane 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
• Project Status: Completed (Fiscal Year 2011)
• Budget Amount: ¥15,860,000 (Direct Cost: ¥12,200,000、Indirect Cost: ¥3,660,000); Fiscal Year 2011: ¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000); Fiscal Year 2010: ¥5,330,000 (Direct Cost: ¥4,100,000、Indirect Cost: ¥1,230,000); Fiscal Year 2009: ¥6,630,000 (Direct Cost: ¥5,100,000、Indirect Cost: ¥1,530,000)
• 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 / アクティブマイニング / 診療プロセス管理 / クリニカルパス / 時系列解析 / データウェアハウジング

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

• [Journal Article] Correlation and Regression Analysis for Characterizations of a University Hospital (2011)
  • Author(s): Y. Tsumoto and S. Tsumoto
  • Journal Title: Rev Socionetwork Strat Volume: 5 Issue: 2 Pages: 43-55
  • DOI: 10.1007/s12626-010-0020-z
  • Peer Reviewed
• [Journal Article] Detection of risk factors using trajectory mining (2011)
  • Author(s): S. Tsumoto and S. Hirano
  • Journal Title: J. Intell. Inf. Syst Volume: 36 Issue: 3 Pages: 403-425
  • DOI: 10.1007/s10844-009-0114-7
  • Peer Reviewed
• [Journal Article] Residual as Linear Sum of Matrix Determinants in Multiway Contingency Tables (2011)
  • Author(s): S. Tsumoto and S. Hirano
  • Journal Title: International Journal of Computational Intelligence Systems Volume: 4 Issue: 5 Pages: 1080-1089
  • DOI: 10.1080/18756891.2011.9727856
  • Peer Reviewed
• [Journal Article] Evaluating a Temporal Pattern Detection Method for Finding Research Keys in Bibliographical Data (2011)
  • Author(s): H. Abe and S. Tsumoto
  • Journal Title: T. Rough Sets Volume: 14 Pages: 1-17
  • DOI: 10.1007/978-3-642-21563-6_1
  • ISBN: 9783642215629, 9783642215636
  • 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 Management (2011)
  • Author(s): Shusaku Tsumoto, Shoji Hirano
  • Journal Title: Fundam. Inform Volume: 98(1) Issue: 1 Pages: 107-121
  • DOI: 10.3233/fi-2010-219
  • Peer Reviewed
• [Journal Article] Multiscale Comparison and Clustering of Three-Dimensional Trajectories Based on Curvature Maxima (2010)
  • Author(s): S. Hirano and S. Tsumoto
  • Journal Title: International Journal of Information Technology and Decision Making Volume: 9 Issue: 06 Pages: 889-904
  • DOI: 10.1142/s021962201000410x
  • Peer Reviewed
• [Journal Article] Some Remarks on the Concept of Approximations from the View of Knowledge Engineering (2010)
  • Author(s): T. Y. Lin, R. Barot, and S. Tsumoto
  • Journal Title: International Journal of Computational Intelligence and Natural Intelligence Volume: 4 Issue: 2 Pages: 1-11
  • 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 Hospital (2010)
  • Author(s): Y. Tsumoto and S. Tsumoto
  • Journal Title: The Review of Socionetwork Strategies Volume: 4(2) Issue: 2 Pages: 47-63
  • 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 Paradigms (2010)
  • Author(s): Hidenao Abe, Shusaku Tsumoto, Miho Ohsaki, Takahira Yamaguchi
  • Journal Title: International Journal of Advanced Intelligence Paradigms Volume: 2 Issue: 2/3 Pages: 180-197
  • DOI: 10.1504/ijaip.2010.030534
  • ISSN: 1755-0386, 1755-0394
  • Peer Reviewed
• [Journal Article] Multiscale Comparison and Clustering of Three-Dimensional Trajectories Based on Curvature Maxima. (2010)
  • Author(s): S.Hirano, S.Tsumoto
  • Journal Title: International Journal of Information Technology and Decision Making Volume: 9 Pages: 889-904
  • Peer Reviewed
• [Journal Article] Some Remarks on the Concept of Approximations from the View of Knowledge Engineering. IJCINI 4(2) : 1-11(2010) (2010)
  • Author(s): T.Y.Lin, R.Barot, S.Tsumoto
  • Journal Title: International Journal of Computational Intelligence and Natural Intelligence Volume: 4 Pages: 1-11
  • Peer Reviewed
• [Journal Article] Improving a rule evaluation support method based on objective indices (2010)
  • Author(s): Hidenao, Abe, et al.
  • Journal Title: International Journal of Advanced Intelligence Paradigms 2 Pages: 180-197
  • Peer Reviewed
• [Journal Article] Contingency matrix theory : Statistical dependence in a contingency table (2009)
  • Author(s): Shusaku Tsumoto
  • Journal Title: Information Sciences Volume: 179 Issue: 11 Pages: 1615-1627
  • 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) Issue: 3 Pages: 251-267
  • DOI: 10.3233/fi-2009-0017
  • Peer Reviewed
• [Journal Article] Investigating Accuracies of Classifications for Randomized Imbalanced Class Distributions (2009)
  • Author(s): Hidenao Abe, Shusaku Tsumoto
  • Journal Title: Fundam. Inform Volume: 90(4) Issue: 4 Pages: 369-378
  • DOI: 10.3233/fi-2009-0024
  • Peer Reviewed
• [Journal Article] Contingency matrix theory : Statistical dependence in a contingency table. (2009)
  • Author(s): Shusaku Tsumoto
  • Journal Title: Information Sciences 179 Pages: 1615-1627
  • Peer Reviewed
• [Journal Article] Contingency Matrix Theory II : Degree of Dependence as Granularity. (2009)
  • Author(s): Shusaku Tsumoto
  • Journal Title: Fundamenta Informaticae 90 Pages: 427-442
  • Peer Reviewed
• [Presentation] Trajectories Mining (2012)
  • Author(s): Shusaku Tsumoto
  • Organizer: Workshop on Geotemporal Information Processing
  • Place of Presentation: Bangalore, India
  • Year and Date: 2012-03-08
• [Presentation] Multidimensional temporal mining in clinical data (2012)
  • Author(s): S. Tsumoto
  • Organizer: ACM Symposium on Healthcare IT 2012
  • Place of Presentation: Miami, US
• [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] 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,東京工業大学田町キャンパス(招待講演)
  • Year and Date: 2011-05-18
• [Presentation] Towards Data-Oriented Hospital Services (2011)
  • 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] 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
  • Place of Presentation: 大阪商工会議所(招待講演)
  • Year and Date: 2011-03-19
• [Presentation] Visualization of Hospital Services Using Data Mining Methods (2011)
  • Author(s): S. Tsumoto
  • Organizer: IEEE ICDM 2012(Workshop on Data Mining in Services)
  • Place of Presentation: Vancouver, Canada
• [Presentation] Capturing Behavior of Medical Staff : A Similarity-Oriented Temporal Data Mining Approach (2011)
  • Author(s): S. Tsumoto
  • Organizer: Future Generation of Information Technology
  • Place of Presentation: Jeju, Korea
• [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
• [Presentation] Clustering-based analysis in hospital information systems (2011)
  • Author(s): S. Tsumoto
  • Organizer: IEEE GrC 2011
  • Place of Presentation: Kaohsiung, Taiwan
• [Presentation] A new framework for incremental rule induction based on rough sets (2011)
  • Author(s): S. Tsumoto
  • Organizer: IEEE GrC 2011
  • Place of Presentation: Kaohsiung, Taiwan
• [Presentation] Information reuse in hospital information systems (2011)
  • Author(s): S. Tsumoto
  • Organizer: IEEE IRI 2011
  • Place of Presentation: Las Vegas, US
• [Presentation] Visualization of Hospital Services Using Data Mining Methods (2011)
  • Author(s): S.Tsumoto
  • Organizer: IEEE ICDM 2012 (Workshop on Data Mining in Services)
  • Place of Presentation: Vancouver, Canada
• [Presentation] Capturing Behavior of Medical Staff : A Similarity-Oriented Temporal Data Mining Approach (2011)
  • Author(s): S.Tsumoto
  • Organizer: Future Generation of Information Technology
  • Place of Presentation: Jeju, Korea(招待講演)
• [Presentation] Towards Data-Oriented Hospital Services : Data Mining-Based Hospital Management (2010)
  • 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 Usages (2010)
  • 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] 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祭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 data (2010)
  • Author(s): H. Abe and S. Tsumoto
  • Organizer: IEEE SMC 2010
  • Place of Presentation: Istabul, Turkey
  • Year and Date: 2010-10-13
• [Presentation] Trend detection from large text data. (2010)
  • Author(s): H.Abe, S.Tsumoto
  • Organizer: IEEE SMC 2011
  • Place of Presentation: Istabul, Thrkey
  • Year and Date: 2010-10-13
• [Presentation] Trend detection from large text data. (2010)
  • Author(s): H.Abe, S.Tsumoto
  • Organizer: IEEE SMC 2011
  • Place of Presentation: Istabul, Turkey
  • Year and Date: 2010-10-13
• [Presentation] Information Granules of Statistical Dependence in Multiway Contingency Tables (2010)
  • 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 Data (2010)
  • Author(s): S. Hirano and S. Tsumoto
  • Organizer: IEEE GrC 2010
  • Place of Presentation: San Jose, USA
  • Year and Date: 2010-08-15
• [Presentation] Information Granules of Statistical Dependence in Multiway Contingency Tables (2010)
  • Author(s): S.Tsumpto, S.Hirano
  • Organizer: IEEE GrC 2011
  • Place of Presentation: San Jose, USA
  • Year and Date: 2010-08-15
• [Presentation] Hierarchical, Granular Representation of Non-metric Proximity Data (2010)
  • Author(s): S.Hirano, S.Tsumoto
  • Organizer: IEEE GrC 2011
  • Place of Presentation: San Jose, USA
  • Year and Date: 2010-08-15
• [Presentation] Representation of Granularity for Non-Euclidian Relational Data by Jaccard Coefficients (2010)
  • Author(s): S. Hirano and S. Tsumoto
  • Organizer: RSCTC 2010
  • Place of Presentation: Warsaw, Poland
  • Year and Date: 2010-06-28
• [Presentation] Representation of Granularity for Non-Euclidian Relational Data by Jaccard Coefficients (2010)
  • Author(s): S.Hirano S.Tsumoto
  • Organizer: RSCTC 2011
  • 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 SBP2010 (2010)
  • 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 Based on the Curvature Maxima and Its Application to Medicine (2010)
  • Author(s): S.Hirano S.Tsumoto
  • Organizer: SBP2010
  • Place of Presentation: Maryland, USA
  • Year and Date: 2010-04-01
• [Presentation] Detecting Similarity of Transferring Datasets Based on Features of Classification Rules (2009)
  • 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
• [Presentation] Multiscale Comparison of Three-Dimensional Trajectories : A Preliminary Step (2009)
  • Author(s): Shoji Hirano and Shusaku Tsumoto
  • Organizer: RSFDGrC 2009
  • Place of Presentation: New Delhi, India
• [Presentation] Comparing Temporal Behavior of Phrases on Multiple Indexes with a Burst Word Detection Method (2009)
  • Author(s): Hidenao Abe and Shusaku Tsumoto
  • Organizer: RSFDGrC 2009
  • Place of Presentation: New Delhi, India
• [Presentation] Trajectory Mining (2009)
  • Author(s): Shusaku Tsumoto
  • Organizer: M 2009(SAS Data Mining Conference)
  • Place of Presentation: Las Vegas, USA
• [Presentation] Pearson residuals in multi-way contingency tables (2009)
  • Author(s): Shusaku Tsumoto, Shoji Hirano and Hidenao Abe
  • Organizer: IEEE SMC 2009
  • Place of Presentation: San Antonio, USA
• [Presentation] Detecting temporal patterns of technical phrases by using importance indices in a research documents (2009)
  • Author(s): Hidenao Abe and Shusaku Tsumoto
  • Organizer: IEEE SMC 2009
  • Place of Presentation: San Antonio, USA
• [Presentation] Detecting Temporal Trends of Technical Phrases by Using Importance Indices and Linear Regression (2009)
  • Author(s): Hidenao Abe and Shusaku Tsumoto
  • Organizer: ISMIS 2009
  • Place of Presentation: Prague, Czech
• [Presentation] Evaluation of a Classification Rule Mining Algorithm Based on Secondary Difference (2009)
  • Author(s): Hidenao Abe and Shusaku Tsumoto
  • Organizer: KES 2009
  • Place of Presentation: San Diago
• [Presentation] Detecting Temporal Patterns of Importance Indices about Technical Phrases (2009)
  • Author(s): Hidenao Abe and Shusaku Tsumoto
  • Organizer: KES 2009
  • Place of Presentation: San Diago
• [Presentation] Multivariate Statistical Independence and Contingency Tables (2009)
  • Author(s): Shusaku Tsumoto
  • Organizer: IEEE GrC 2009
  • Place of Presentation: Nanchang
• [Presentation] Detection of Trends of Technical Phrases in Text Mining (2009)
  • Author(s): Hidenao Abe and Shusaku Tsumoto
  • Organizer: IEEE GrC 2009
  • Place of Presentation: Nanchang
• [Presentation] A Comparison of Composed Objective Rule Evaluation Indices Using PCA and Single Indices (2009)
  • Author(s): Hidenao Abe and Shusaku Tsumoto
  • Organizer: RSKT 2009
  • Place of Presentation: Gold Coast
• [Presentation] Evaluating a method to detect temporal trends of phrases in research documents (2009)
  • Author(s): Hidenao Abe and Shusaku Tsumoto
  • Organizer: IEEE ICCI 2009
  • Place of Presentation: Hong Kong
• [Presentation] Statistical Independence of Multivariate Contingency Tables (2009)
  • Author(s): Shusaku Tsumoto, Shoji Hirano and Hidenao Abe
  • Organizer: NAFIPS 2009
  • Place of Presentation: Cincinnati, OH, USA
• [Presentation] Multidimensional Trajectory Mining and its Application to Medicine (2009)
  • Author(s): Shusaku Tsumoto and Shoji Hirano
  • Organizer: IEEE CME 2009
  • Place of Presentation: Tempe, USA
• [Presentation] Data Mining in Hospital Information System for Hospital Management (2009)
  • Author(s): Shusaku Tsumoto and Shoji Hirano
  • Organizer: IEEE CME 2009
  • Place of Presentation: Tempe, USA
• [Presentation] Trajectory Mining (2009)
  • Author(s): Shusaku Tsumoto
  • Organizer: M 2009 (SAS Data Mining Conference)
  • Place of Presentation: Las Vegas, USA
• [Presentation] Comparing Temporal Behavior of Phrases on Multiple Indexes with a Burst Word Detection Method. (2009)
  • Author(s): Hidenao Abe, Shusaku Tsumoto
  • Organizer: RSFDGrC 2009
  • Place of Presentation: New Delhi, India
• [Presentation] Evaluation of a Classification Rule Mining Algorithm Based on Secondary Differences (2009)
  • Author(s): Hidenao Abe, Shusaku Tsumoto
  • Organizer: KES 2009
  • Place of Presentation: San Diago
• [Presentation] Statistical Independence of Multivariate Contingency Tables (2009)
  • Author(s): Shusaku Tsumoto, Shoji Hirano, Hidenao Abe
  • Organizer: NAFIPS 2009
  • Place of Presentation: Cincinnati, USA
• [Presentation] Detecting temporal patterns of technical phrases by using importance in dices in a research documents (2009)
  • Author(s): Hidenao Abe, Shusaku Tsumoto
  • Organizer: IEEE SMC 2009
  • Place of Presentation: San Antonio, USA
• [Book] 神経医工学 (2009)
  • Author(s): 呉景龍, 津本周作
  • Total Pages: 295
  • Publisher: オーム社
• [Book] 神経医工学 (2009)
  • Author(s): 呉景龍, 津本周作共編著
  • Total Pages: 295
  • Publisher: オーム社
• [Remarks]
  • URL: http://www.med.shimane-u.ac.jp/med_info/tsumoto/index.htm