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Active Mining Process for Construciton of Clinical Pathway

Research Project

Project/Area Number 15H02750
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) 平野 章二  島根大学, 医学部, 准教授 (60333506)
河村 敏彦  島根大学, 医学部, 准教授 (70435494)
Research Collaborator IWATA Haruko  
KONDOH Masafumi  
TANAKA Yoichiro  
GOBARA Atsushi  
KIMURA Tomohiro  
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥13,780,000 (Direct Cost: ¥10,600,000、Indirect Cost: ¥3,180,000)
Fiscal Year 2017: ¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2016: ¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2015: ¥5,590,000 (Direct Cost: ¥4,300,000、Indirect Cost: ¥1,290,000)
Keywordsデータマイニング / アクティブマイニング / 時系列マイニング / クラスタリング / クリニカルパス / 病院情報システム / クラスタ分析 / 類似度 / 人工知能 / 機械学習
Outline of Final Research Achievements

This project proposes automated construction of clinical pathways from the service logs stored in a hospital information system (HIS) in the following five steps. First, service logs and discharge summaries are extracted from HIS. Then, EM clustering applies all the cases with the same DPC code and decomposes them into subgroups. Third, to each subgroup, construction of clinical pathways based on dual clustering is applied. Fourth, classifiers are constructed by using combination of correspondence analysis and classification learning methods, such as decision tree, random forest, SVM and neural networks. Then,finally classifiers and clinical pathways are linked together,The proposed method was evaluated on HIS in Shimane University Hospital, whose results show that the proposed method generate more accuratebclinical pathways.

Report

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

    (39 results)

All 2017 2016 2015

All Journal Article (12 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 10 results,  Acknowledgement Compliant: 6 results,  Open Access: 3 results) Presentation (27 results) (of which Int'l Joint Research: 24 results,  Invited: 4 results)

  • [Journal Article] Incremental Rules Induction based on Rule Layers andits Application to Clinical Datasets2017

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

      Neuroscience and Biomedical Engineering

      Volume: 5(1) Issue: 1 Pages: 59-66

    • DOI

      10.2174/2213385205666170519122031

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Construction of Discharge Summaries Classifier2017

    • Author(s)
      Shusaku Tsumoto, Tomohiro Kimura, Haruko Iwata, Shoji Hirano
    • Journal Title

      ICHI 2017

      Volume: 5 Pages: 74-82

    • DOI

      10.1109/ichi.2017.92

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Frequent Temporal Pattern Mining for Medical Data Based on Ranged Relations2017

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

      ICDM 2017

      Volume: 12 Pages: 612-616

    • DOI

      10.1109/icdmw.2017.87

    • Related Report
      2017 Annual Research Report
  • [Journal Article] Mining Text for Disease Diagnosi2017

    • Author(s)
      Shusaku Tsumoto, Tomohiro Kimura, Haruko Iwata, Shoji Hirano
    • Journal Title

      Procedia Computer Science

      Volume: 122 Pages: 1133-1140

    • DOI

      10.1016/j.procs.2017.11.483

    • Related Report
      2017 Annual Research Report
  • [Journal Article] Abstract Intelligence: Embodying and Enabling Cognitive Systems by Mathematical Engineering2017

    • Author(s)
      Yingxu Wang, Lotfi A. Zadeh, Bernard Widrow, Newton Howard, Franoise Beaufays, George Baciu, D. Frank Hsu, Guiming Luo, Fumio Mizoguchi, Shushma Patel, Victor Raskin, Shusaku Tsumoto, Wei Wei, Du Zhang
    • Journal Title

      IJCINI

      Volume: 11 Issue: 1 Pages: 1-15

    • DOI

      10.4018/ijcini.2017010101

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Multidimensional temporal mining in hospital information system2016

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

      10.1504/IJCISTUDIES.2016.10004369

      Volume: 5 Issue: 3/4 Pages: 317-337

    • DOI

      10.1504/ijcistudies.2016.10004369

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Algebra in Combinatorics of Statistical Dependence2016

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

      Science Mathematicae Japonicae

      Volume: 281 Pages: 41-54

    • NAID

      130007643039

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Quantitative Estimation of Software Quality in Hospital Information System2016

    • Author(s)
      Shusaku Tsumoto, Shoji Hirano and Yuko Tsumoto5
    • Journal Title

      Neuroscience and Biomedical Engineering

      Volume: 4 Pages: 1-15

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Healthy diet assessment mechanism based on fuzzy markup language for Japanese food2016

    • Author(s)
      ask others Mei-Hui Wang, Kanta Kurozumi, Mikiko Kawaguchi, Chang-Shing Lee, Hiroshi Tsuji, Shusaku Tsumoto
    • Journal Title

      Soft Computing

      Volume: 20 Issue: 1 Pages: 359-376

    • DOI

      10.1007/s00500-014-1512-5

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Construction of Clinical Pathway Using Dual Clustering2015

    • Author(s)
      Yuko Tsumoto, Haruko Iwata, Shoji Hirano and Shusaku Tsumoto
    • Journal Title

      Neuroscience and Biomedical Engineering

      Volume: 3 Issue: 1 Pages: 49-56

    • DOI

      10.2174/2213385203666150613000343

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Mining Schedule of Nursing Care Based on Dual-Clustering2015

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

      Procedia Computer Science

      Volume: 55 Pages: 1203-1212

    • DOI

      10.1016/j.procs.2015.07.125

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Layered Rule Induction2015

    • Author(s)
      Shusaku Tsumoto
    • Journal Title

      Procedia Computer Science

      Volume: 55 Pages: 1213-1220

    • DOI

      10.1016/j.procs.2015.07.127

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] Construction of discharge summaries classifier2017

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      ICCI*CC 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Mining text for disease diagnosis in hospital information system2017

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      IEEE BIg Data 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Mining Text for Disease Diagnosis2017

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      ITQM 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Construction of Clinical Pathway from Histories of Clinical Actions in Hospital Information System2016

    • Author(s)
      Shusaku Tsumoto, Shoji Hirano and Haruko Iwata
    • Organizer
      IEEE Big Data 2016
    • Place of Presentation
      Hyatt (Washington DC. アメリカ合衆国)
    • Year and Date
      2016-12-05
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Mining Process for Improvement of Clinical Process Quality2016

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      IEEE Big Data 2016
    • Place of Presentation
      Hyatt (Washington DC, アメリカ合衆国)
    • Year and Date
      2016-12-05
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Data-oriented Management of Hospital Information System2016

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      ISME2016
    • Place of Presentation
      松江(くにびきメッセ)
    • Year and Date
      2016-10-28
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Clustering-based Clinical Pathway Construction (Runner-up Best Paper)2016

    • Author(s)
      Haruko Iwata, Shoji Hirano and Shusaku Tsumoto
    • Organizer
      ISME2016
    • Place of Presentation
      松江(くにびきメッセ)
    • Year and Date
      2016-10-28
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Decision Support based on Big Data Analytics2016

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      IJCRS2016
    • Place of Presentation
      Universidad de Chile (San Diago, チリ共和国)
    • Year and Date
      2016-10-07
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] On Behavior of Statistical Indices in Incremental Context2016

    • Author(s)
      Shusaku Tsumoto and Shoji Hirano
    • Organizer
      IJCRS2016
    • Place of Presentation
      Universidad de Chile (San Diago, チリ共和国)
    • Year and Date
      2016-10-07
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Induction of Clinical Pathway using Dual Clustering2016

    • Author(s)
      Haruko Iwata and Shusaku Tsumoto
    • Organizer
      IJCRS2016
    • Place of Presentation
      Universidad de Chile (San Diago, チリ共和国)
    • Year and Date
      2016-10-07
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Construction of Clinical Pathway using Dual Clustering2016

    • Author(s)
      Shusaku Tsumoto and Haruko Iwata
    • Organizer
      ICHI2016
    • Place of Presentation
      Embassy Suite (Chicago, アメリカ合衆国)
    • Year and Date
      2016-10-04
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Construction of Linguistic Variables based on Rule Induction and Concept Hierarchy2016

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      ICCI*CC2016
    • Place of Presentation
      Stanford University (Palo Alto, アメリカ合衆国)
    • Year and Date
      2016-08-22
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Panel: Expert Reasoning and Cogntive Computing2016

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      ICCI*CC2016
    • Place of Presentation
      Stanford University (Palo Alto, アメリカ合衆国)
    • Year and Date
      2016-08-22
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Matryoshka Principle for Rule Mining Selection (Best Paper Award)2016

    • Author(s)
      Shusaku Tsumoto and Shoji Hirano
    • Organizer
      ITQM2016
    • Place of Presentation
      Hoseo University (Asan, 韓国)
    • Year and Date
      2016-08-16
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Quantitative Estimation of Software Quality in Hospital Information System2016

    • Author(s)
      Shusaku Tsumoto and Shoji Hirano
    • Organizer
      ITQM2016
    • Place of Presentation
      Hoseo University (Asan, 韓国)
    • Year and Date
      2016-08-16
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Incremental Learning of Rough-Set based Probabilistic Rules2016

    • Author(s)
      Shusaku Tsumoto and Shoji Hirano
    • Organizer
      CME2016
    • Place of Presentation
      宇都宮(宇都宮総合文化センター)
    • Year and Date
      2016-08-04
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Statistical Temporal Data Mining for Bed Control2016

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      CME2016
    • Place of Presentation
      宇都宮(宇都宮総合文化センター)
    • Year and Date
      2016-08-04
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] オーダー実行歴からのクリニカルパス作成の試み2016

    • Author(s)
      津本 周作,平野章二, 岩田春子
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      北九州(北九州国際会議場)
    • Year and Date
      2016-06-06
    • Related Report
      2016 Annual Research Report
  • [Presentation] AIの2000年以降の変化2016

    • Author(s)
      津本周作
    • Organizer
      第20回医療情報学会春季大会
    • Place of Presentation
      松江(くにびきメッセ)
    • Year and Date
      2016-06-02
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] パネル: データマイニングの応用2016

    • Author(s)
      津本周作
    • Organizer
      第20回医療情報学会春季大会
    • Place of Presentation
      松江(くにびきメッセ)
    • Year and Date
      2016-06-02
    • Related Report
      2016 Annual Research Report
  • [Presentation] Incremental Updates of Rough Set‐based Probabilistic Rules2016

    • Author(s)
      Shusaku Tsumoto and Shoji Hirano
    • Organizer
      CMCSN2016
    • Place of Presentation
      松江(くにびきメッセ)
    • Year and Date
      2016-05-20
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Rule Mining Based on Nonmonotonic Rule Layers and Its Application to Medicine2015

    • Author(s)
      Shoji Hirano
    • Organizer
      IEEE ICDM 2016
    • Place of Presentation
      Atlantic City (アメリカ合衆国)
    • Year and Date
      2015-11-14
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Statistical Estimation of Software Quality in Hospital Information System2015

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      ICServ2015
    • Place of Presentation
      San Jose  (アメリカ合衆国)
    • Year and Date
      2015-07-07
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] The effects of wait time, length of stay and hospital rehabilitation on the structure of patient satisfaction2015

    • Author(s)
      Masumi Okuada, Akira Yasuda and Shusaku Tsumoto
    • Organizer
      ICServ 2015
    • Place of Presentation
      San Jose (アメリカ合衆国)
    • Year and Date
      2015-07-07
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Quantitative Estimation of Software Quality in Hospital Information System2015

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      ICME 2015
    • Place of Presentation
      岡山 (岡山コンベンションセンター)
    • Year and Date
      2015-06-19
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Construction of Clinical Pathway using Dual Clustering2015

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      ICME 2015
    • Place of Presentation
      岡山(岡山コンベンションセンター)
    • Year and Date
      2015-06-19
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Healthcare IT in Japan2015

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      SRII
    • Place of Presentation
      San Jose  (アメリカ合衆国)
    • Year and Date
      2015-06-07
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited

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Published: 2015-04-16   Modified: 2019-03-29  

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