Active Mining for Development of Optimal Interface for Electronic Patient Records

• Project/Area Number: 19300050
• 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 Shimane University, 医学部, 教授 (10251555)
• Co-Investigator(Kenkyū-buntansha): HANADA Eisuke 島根大学, 医学部, 准教授 (90244095) ; 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)
• Project Period (FY): 2007 – 2008
• Project Status: Completed (Fiscal Year 2008)
• Budget Amount: ¥11,180,000 (Direct Cost: ¥8,600,000、Indirect Cost: ¥2,580,000); Fiscal Year 2008: ¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000); Fiscal Year 2007: ¥6,110,000 (Direct Cost: ¥4,700,000、Indirect Cost: ¥1,410,000)
• Keywords: データマイニング / 時系列マイニング / 病院情報システム / 電子カルテ / アクティブマイニング / インターフェイス

Research Abstract

病院情報システムに医療行為の時系列的記録が電子的に蓄積されつつある背景から,その記録にアクティブマイニングの技術を活用し,医師・看護師にとって効率的に業務を進められるとともに,正確な情報を入力できるようなインターフェイス開発のための支援技術の開発を試みた。

Research Products

• [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 90(3) Pages: 251-267
  • Peer Reviewed
• [Journal Article] Contingency Matrix Theory II: Degree of Dependence as Granularity (2009)
  • Author(s): Shusaku Tsumoto, Shoji Hirano
  • Journal Title: Fundam. Inform 90(4) Pages: 427-442
  • Peer Reviewed
• [Journal Article] Statistical Independence and Determinants in a Contingency Table (2009)
  • Author(s): Shusaku Tsumoto, Shoji Hirano
  • Journal Title: Fundamenta Inforamticae 90 Pages: 251-267
  • Peer Reviewed
• [Journal Article] Contingency Matrix Theory IT : Degree of Dependenceas Granularity (2009)
  • Author(s): Shusaku Tsumoto, Shoji Hirano
  • Journal Title: Fundamenta Inforamticae 90 Pages: 427-442
  • Peer Reviewed
• [Journal Article] Data Mining based Hospital Management (2008)
  • Author(s): Shusaku Tsumoto
  • Journal Title: Journal of CPQUT (印刷中)
  • Peer Reviewed
• [Journal Article] Visualization of Differences between Rules' Syntactic and Semantic Similarities using Multidimensional Scaling. (2007)
  • Author(s): Shusaku Tsumoto and Shoji Hirano
  • Journal Title: Fundamenta Informaticae 78 Pages: 561-573
  • Peer Reviewed
• [Journal Article] Evaluation of rule interestingness measures in medical knowledge discovery in databases. (2007)
  • Author(s): Miho Ohsaki, Hidenao Abe, Shusaku Tsumoto, Hideto Yokoi, Takahira Yamaguchi
  • Journal Title: Artificial Intelligence in Medicine 41 Pages: 177-196
  • NAID: 110006251458
  • Peer Reviewed
• [Presentation] Comparing Accuracies of Rule Evaluation Models to Determine Human Criteria on Evaluated Rule Sets (2008)
  • Author(s): Hidenao Abe, Shusaku Tsumoto
  • Organizer: IEEE ICDM 2008 Workshop
  • Place of Presentation: Pisa, Italy
  • Year and Date: 2008-12-15
• [Presentation] Mining Diagnostic Taxonomy and Diagnostic Rules for Multi-Stage Medical Diagnosis from Hospital Clinical Data (2007)
  • Author(s): Shusaku Tsumoto
  • Organizer: IEEE GrC 2007
  • Place of Presentation: Fremont, CA, USA
  • Year and Date: 2007-11-03
• [Presentation] Analysis of Relationship between Blood Stream Infection and Clinical Background in Patients' Lactobacillus Therapy by Data Mining. (2007)
  • Author(s): Kimiko Matsuoka, Shigeki Yokoyama Kumitomo Watanahe, Shusaku Tsumoto
  • Organizer: IEEE ICDM 2007 Workshops
  • Place of Presentation: Omaha, NV, USA
  • Year and Date: 2007-10-31
• [Presentation] Evaluating learning models with transitions of human interests based on objective rule evaluation indices. (2007)
  • Author(s): Abe H, Yokoi H, Tsumoto S, Ohsaki M, Yamaguchi T.
  • Organizer: MEDINFO 2008
  • Place of Presentation: Brisbane, Australia
  • Year and Date: 2007-08-21
• [Presentation] Evaluating Learning Algorithms to Construct Rule Evaluation Models Based on Objective Rule Evaluation Indices. (2007)
  • Author(s): Hidenao Abe, Shusaku Tsumoto, Miho Ohsaki, Takahira Yamaguchi
  • Organizer: IEEE ICCI 2007
  • Place of Presentation: Lake Tahce, CA, USA
  • Year and Date: 2007-08-07
• [Presentation] Comparing Accuracies of Rule Evaluation Models to Determine Human Criteria on Evaluated Rule Sets
  • Author(s): Hidenao Abe, Shusaku Tsumoto
  • Organizer: ICDM Workshops 2008
  • Place of Presentation: RIKD
• [Presentation] Fuzziness from attribute generalization in information table
  • Author(s): Shusaku Tsumoto, Shoji Hirano
  • Organizer: IEEE ICCI 2008
• [Presentation] Implementing a Rule Generation Method Based on Secondary Differences of Two Criteria
  • Author(s): Hidenao Abe, Shusaku Tsumoto
  • Organizer: RSCTC 2008
• [Presentation] Analyzing Behavior of Objective Rule Evaluation Indices Based on Pearson Product-Moment Correlation Coefficient
  • Author(s): Hidenao Abe, Shusaku Tsumoto
  • Organizer: ISMIS 2008
• [Book] Hakim Hacid: Mining Complex Data (2009)
  • Author(s): Djamel A. Zighed, Shusaku Tsumoto, Zbigniew W. Ras
  • Publisher: Springer
• [Book] Mining Complex Data (2009)
  • Author(s): Djamel A. Zighed, Shusaku Tsumoto, Zbigniew W. Ras, Hakim Hacid
  • Total Pages: 302
  • Publisher: Springer Verlag
• [Remarks] ホームページ等