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Development of a process mining system capable of handling temporal and compositional irregularities

Research Project

Project/Area Number 23500179
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionShimane University

Principal Investigator

HIRANO Shoji  島根大学, 医学部, 准教授 (60333506)

Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥5,200,000 (Direct Cost: ¥4,000,000、Indirect Cost: ¥1,200,000)
Fiscal Year 2013: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2012: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2011: ¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Keywords知識発見とデータマイニング
Research Abstract

In this research we developed a method for finding groups of common treatment processes based on the typicalness index, which reflects the global occurrence and transition frequencies of issued orders. We conducted experiments on otolaryngological disease data (158 cases) and observed statistically significant differences on the distributions of applied pathways, among the four clusters generated assessing the similarity of the typicalness indices of order sequences. Similarly, on obstetric disease data (124 cases), we observed statistically significant differences between the distribution of applied pathways and generated clusters. Based on these results, we demonstrated that by using the typicalness measure we could discover the groups of similar treatment processes without giving any a priori information about order types such as operations.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (14 results)

All 2013 2012 2011 Other

All Journal Article (2 results) (of which Peer Reviewed: 1 results) Presentation (12 results)

  • [Journal Article] Clustering of non-metric proximity data based on bi-links with epsilon-indiscernibility2013

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

      Journal of Intelligent Information Systems

      Volume: Volume41,Issue1 Pages: 61-71

    • Related Report
      2013 Final Research Report
  • [Journal Article] Clustering of non-metric proximity data based on bi-links with epsilon-indiscernibility2012

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

      Journal of Intelligent Information Systems (online first article)

      Volume: - Issue: 1 Pages: 61-71

    • DOI

      10.1007/s10844-012-0218-3

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] Cluster analysis of treatment processes based on the typicalness measure for building clinical pathways2013

    • Author(s)
      Shoji Hirano and Shusaku Tsumoto
    • Organizer
      2013 IEEE BIBM Workshop on Biomedical and Health Informatics
    • Place of Presentation
      Shanghai, China
    • Year and Date
      2013-12-19
    • Related Report
      2013 Final Research Report
  • [Presentation] Clustering of order sequences based on the typicalness index for finding clinical pathway candidates2013

    • Author(s)
      Shoji Hirano and Shusaku Tsumoto
    • Organizer
      2013 IEEE ICDM Workshop on Data Mining for Services
    • Place of Presentation
      Dallas, USA
    • Year and Date
      2013-12-07
    • Related Report
      2013 Final Research Report
  • [Presentation] 典型らしさ指標に基づくクリニカルパス候補生成の試み2013

    • Author(s)
      平野章二, 津本周作
    • Organizer
      第14回日本医療情報学会学術大会
    • Place of Presentation
      神戸ファッションマート, 神戸市
    • Year and Date
      2013-11-22
    • Related Report
      2013 Final Research Report
  • [Presentation] Mining clinical pathway candidates from order history based on the clustering of order sequences2013

    • Author(s)
      Shoji Hirano and Shusaku Tsumoto
    • Organizer
      2013 IEEE International Conference on Systems, Man, and Cybernetics
    • Place of Presentation
      Manchester, UK
    • Year and Date
      2013-10-16
    • Related Report
      2013 Final Research Report
  • [Presentation] オーダ時系列の分類に基づくクリニカルパス候補生成の試み2013

    • Author(s)
      平野章二, 津本周作
    • Organizer
      2013年度人工知能学会全国大会
    • Place of Presentation
      富山国際会議場, 富山市
    • Year and Date
      2013-06-04
    • Related Report
      2013 Final Research Report
  • [Presentation] オーダ時系列の分類に基づくクリニカルパス候補生成の試み2013

    • Author(s)
      平野章二,津本周作
    • Organizer
      2013年度人工知能学会全国大会
    • Place of Presentation
      富山国際会議場(富山市)
    • Related Report
      2012 Research-status Report
  • [Presentation] クリニカルパスの自動生成に向けたオーダデータの統計解析2011

    • Author(s)
      平野章二, 津本周作
    • Organizer
      第93回人工知能学会知識ベースシステム研究会
    • Place of Presentation
      島根大学, 出雲市
    • Year and Date
      2011-08-09
    • Related Report
      2013 Final Research Report
  • [Presentation] クリニカルパスの自動生成に向けたオーダデータの統計解析2011

    • Author(s)
      平野章二,津本周作
    • Organizer
      人工知能学会 第93回知識ベースシステム研究会
    • Place of Presentation
      島根大学(出雲市)
    • Related Report
      2011 Research-status Report
  • [Presentation] Mining Clinical Pathway Candidates from Order History Based on the Clustering of Order Sequences

    • Author(s)
      Shoji Hirano and Shusaku Tsumoto
    • Organizer
      IEEE SMC 2013
    • Place of Presentation
      Manchester, UK
    • Related Report
      2013 Annual Research Report
  • [Presentation] Clustering of Order Sequences Based on the Typicalness Index for Finding Clinical Pathway Candidates

    • Author(s)
      Shoji Hirano and Shusaku Tsumoto
    • Organizer
      IEEE ICDM Workshop on Data Mining for Services 2013
    • Place of Presentation
      Dallas, USA
    • Related Report
      2013 Annual Research Report
  • [Presentation] Cluster analysis of treatment processes based on the typicaness measure for building clinical pathways

    • Author(s)
      Shoji Hirano and Shusaku Tsumoto
    • Organizer
      IEEE BIBM Workshop on Biomedical and Health Informatics 2013
    • Place of Presentation
      Shanghai, China
    • Related Report
      2013 Annual Research Report
  • [Presentation] 典型らしさ指標に基づくクリニカルパス候補生成の試み

    • Author(s)
      平野章二,岩田春子,津本周作
    • Organizer
      第14回日本医療情報学会学術大会
    • Place of Presentation
      神戸ファッションマート (神戸,日本)
    • Related Report
      2013 Annual Research Report

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Published: 2011-08-05   Modified: 2019-07-29  

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