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Active Mining Process for Developement of Intelligent Decision Support System

Research Project

Project/Area Number 24300058
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
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)
HANADA Eisuke  佐賀大学, 工学系研究科, 教授 (90244095)
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥15,210,000 (Direct Cost: ¥11,700,000、Indirect Cost: ¥3,510,000)
Fiscal Year 2014: ¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2013: ¥5,200,000 (Direct Cost: ¥4,000,000、Indirect Cost: ¥1,200,000)
Fiscal Year 2012: ¥6,110,000 (Direct Cost: ¥4,700,000、Indirect Cost: ¥1,410,000)
Keywords時系列マイニング / クラスタリング / 類似度解析 / 診療支援システム / 病院情報システム / データマイニング / サービスコンピューティング / 多重スケールマッチング / 診療支援 / 時系列モデリング / プロセスマイニング
Outline of Final Research Achievements

This paper proposes the following data-mining centered software development process. First, data extracted from hospital information system is used for capturing the peculiarities of the divisions in the university hospital. Then, the mining results were interpreted by medical staff and the solutions were discussed. Based on the discussions, new interfaces were developed, whose performance was evaluated by using the service logs. The process was empirically evaluated in Shimane University Hospital, which shows that the process will give a new framework for quantitative evaluation of software development in hospital information system, which can be viewed as an application of active mining process

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Annual Research Report
  • 2012 Annual Research Report
  • Research Products

    (37 results)

All 2015 2014 2013 2012

All Journal Article (8 results) (of which Peer Reviewed: 8 results,  Acknowledgement Compliant: 2 results) Presentation (27 results) (of which Invited: 7 results) Book (2 results)

  • [Journal Article] Maintenance and Discovery of Domain Knowledge for Nursing Care using Data in Hospital Information System2015

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

      Fundam. Inform.

      Volume: 137 Issue: 2 Pages: 237-252

    • DOI

      10.3233/fi-2015-1177

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Estimation of Service Quality of a Hospital Information System Using a Service Log2014

    • Author(s)
      Toshihiko Kawamura, Tomohiro Kimura, Shusaku Tsumoto
    • Journal Title

      The Review of Socionetwork Strategies

      Volume: 8 Issue: 2 Pages: 53-68

    • DOI

      10.1007/s12626-014-0044-x

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Similarity-based behavior and process mining of medical practices2014

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

      Future Generation Computer Systems

      Volume: 33 Pages: 21-31

    • DOI

      10.1016/j.future.2013.10.014

    • Related Report
      2014 Annual Research Report 2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ncremental Induction of Medical Diagnostic Rules Based on Incremental Sampling Scheme and SubRule Layers2013

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

      Fundam. Inform

      Volume: 127 Issue: 1-4 Pages: 209-223

    • DOI

      10.3233/fi-2013-905

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Combinatorics of Information Granule in Contingency Table.2013

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

      Int. J. Intell. Syst

      Volume: 28 Issue: 9 Pages: 892-906

    • DOI

      10.1002/int.21610

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Combinatorics in Pearson residuals2013

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

      IJKESDP

      Volume: 4 Issue: 1 Pages: 72-84

    • DOI

      10.1504/ijkesdp.2013.052719

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [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
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Detection of research trends from bibliographical data2012

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

      IJDMMM

      Volume: 4 Issue: 3 Pages: 255-266

    • DOI

      10.1504/ijdmmm.2012.048107

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Presentation] Data Mining-Based Service Quality Estimation in Hospital Information System2014

    • Author(s)
      Toshihiko Kawamura, Tomohiro Kimura, Shusaku Tsumoto
    • Organizer
      IEEE ICDM 2014 Workshop on Data Mining for Service
    • Place of Presentation
      Hotel Intercontiental (深セン, 中華人民共和国)
    • Year and Date
      2014-12-14
    • Related Report
      2014 Annual Research Report
  • [Presentation] Rough Sets and Knowledge Technology in Hospital Information System2014

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      RSKT 2014
    • Place of Presentation
      Tongji University (上海,中華人民共和国)
    • Year and Date
      2014-10-24 – 2014-10-26
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Healthcare IT: Integration of consumer healthcare data and electronic medical records for chronic disease management.2014

    • Author(s)
      Shusaku Tsumoto, Shoji Hirano
    • Organizer
      International Conference on Granular Computing 2014
    • Place of Presentation
      登別グランドホテル (登別)
    • Year and Date
      2014-10-22 – 2014-10-24
    • Related Report
      2014 Annual Research Report
  • [Presentation] Incremental rule induction based on updates of statistical indices.2014

    • Author(s)
      Shusaku Tsumoto, Shoji Hirano:
    • Organizer
      IEEE ICCI*CC 2014
    • Place of Presentation
      South Bank University (London, 連合王国)
    • Year and Date
      2014-08-18 – 2014-08-20
    • Related Report
      2014 Annual Research Report
  • [Presentation] Formal Analysis of Leave-One-Out Methods Based on Decremental Sampling Scheme.2014

    • Author(s)
      Shusaku Tsumoto, Shoji Hirano:
    • Organizer
      WI-IAT 2014
    • Place of Presentation
      Warsaw University (Warsaw,ポーランド共和国)
    • Year and Date
      2014-08-11 – 2014-08-14
    • Related Report
      2014 Annual Research Report
  • [Presentation] Global Perspectives on Healthcare Analytics2014

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      SRII Global Conference 2014
    • Place of Presentation
      Hotel Fairmont (San Jose,アメリカ合衆国)
    • Year and Date
      2014-04-25
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Towards Data-Oriented Schedule Management in Hospital.2014

    • Author(s)
      Shusaku Tsumoto, Shoji Hirano, Haruko Iwata:
    • Organizer
      SRII Global Conference 2014
    • Place of Presentation
      Hotel Fairmont (San Jose, アメリカ合衆国)
    • Year and Date
      2014-04-23 – 2014-04-25
    • Related Report
      2014 Annual Research Report
  • [Presentation] Intelligent Hospital Management2014

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      Kansai University DM Lab International Workshop
    • Place of Presentation
      Hilton Garden Inn New York City (アメリカ合衆国)
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] What is Healthcare IT ?2013

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      SRII Asia Summit 2013
    • Place of Presentation
      Bangkok Convention Center (タイ王国)
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] Information Reuse in Hospital Information System2013

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      ITQM2013
    • Place of Presentation
      Dushu Lake Hotel (中華人民共和国)
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] 「リスク発見: リスク検知に向けて」2013

    • Author(s)
      津本周作
    • Organizer
      第9回 TRIZシンポジウム
    • Place of Presentation
      統計数理研究所 (東京都)
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] Mining Clinical Pathway using Dual-Clustering2013

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      IEEE GrC 2013
    • Place of Presentation
      Beijing Friendship Hotel (中華人民共和国)
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] Incremental induction of medical diagnostic rules2013

    • Author(s)
      Shusaku Tsumoto, Shoji Hirano
    • Organizer
      IEEE GrC 2013
    • Place of Presentation
      Beijing Friendship Hotel (中華人民共和国)
    • Related Report
      2013 Annual Research Report
  • [Presentation] FML-based Japanese diet assessment system.2013

    • Author(s)
      Kanta Kurozumi, Shun-Teng Lan, Mei-Hui Wang, Chang-Shing Lee, Mikiko Kawaguchi, Shusaku Tsumoto, Hiroshi Tsuji
    • Organizer
      FUZZ-IEEE 2013
    • Place of Presentation
      Hyderabad International Convention Center (インド共和国)
    • Related Report
      2013 Annual Research Report
  • [Presentation] Mining Clinical Pathway Based on Clustering and Feature Selection2013

    • Author(s)
      Haruko Iwata, Shoji Hirano and Shusaku Tsumoto
    • Organizer
      Brain and Health Informatics
    • Place of Presentation
      前橋メルサ (群馬県)
    • Related Report
      2013 Annual Research Report
  • [Presentation] Clinical Schedule Management Using Similarity-Based Mining Methods2013

    • Author(s)
      Haruko Iwata, Shuaku Tsumoto and Shoji Hirano
    • Organizer
      IEEE ICHI 2013
    • Place of Presentation
      DoubleTree Hotel Philadelphia (アメリカ合衆国)
    • Related Report
      2013 Annual Research Report
  • [Presentation] Mining nursing care plan from data extracted from hospital information system2013

    • Author(s)
      Shusaku Tsumoto, Shoji Hirano and Haruko Iwata
    • Organizer
      IEEE/ACM ASONAM 2013
    • Place of Presentation
      Sheraton Niagra Fall (カナダ共和国)
    • Related Report
      2013 Annual Research Report
  • [Presentation] Mining hierarchical temporal association rules in a publication database2013

    • Author(s)
      Guo-Cheng Lan, Tzung-Pei Hong, Pei-Shan Wu, Shusaku Tsumoto:
    • Organizer
      IEEE ICCI*CC 2013
    • Place of Presentation
      Fordham University (アメリカ合衆国)
    • Related Report
      2013 Annual Research Report
  • [Presentation] Evaluation of Incremental Change of Set-Based Indices.2013

    • Author(s)
      Shusaku Tsumoto, Shoji Hirano
    • Organizer
      JRS2013
    • Place of Presentation
      St Mary University (カナダ共和国)
    • Related Report
      2013 Annual Research Report
  • [Presentation] Mining Clinical Pathway Candidates from Order History Based on the Clustering of Order Sequences2013

    • Author(s)
      Shoji Hirano, Shusaku Tsumoto
    • Organizer
      IEEE SMC 2013
    • Place of Presentation
      Midland Hotel (連合王国)
    • Related Report
      2013 Annual Research Report
  • [Presentation] Data-Oriented Construction and Maintenance of Clinical Patnway Using Similarity-Based Data Mining Methods2012

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      IEEE ICDM 2012 Workshop
    • Place of Presentation
      Brussels, ベルギー
    • Year and Date
      2012-12-10
    • Related Report
      2012 Annual Research Report
  • [Presentation] Evaluation, Revision and Construction of Clinical Care Plans2012

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      IWPRHA
    • Place of Presentation
      つくば国際会議場(つくば市)(招待講演)
    • Year and Date
      2012-11-11
    • Related Report
      2012 Annual Research Report
  • [Presentation] Temporal Data Mining in History Data of Hospital Information Systems2012

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      IEEE SMC 2012
    • Place of Presentation
      Seoul, 大韓民国
    • Year and Date
      2012-10-16
    • Related Report
      2012 Annual Research Report
  • [Presentation] Temporal Data Mining Method for Nursing Schedule Management2012

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      IBICA
    • Place of Presentation
      Kaohsiung, 中華民国
    • Year and Date
      2012-09-26
    • Related Report
      2012 Annual Research Report
  • [Presentation] Towards Data-oriented Intelligent Hospital Service and Management- Data Mining Approach -2012

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      筑波大ベッドコントロールに閧する国際シンポジウム
    • Place of Presentation
      筑波大学(つくば市)
    • Year and Date
      2012-09-01
    • Related Report
      2012 Annual Research Report
  • [Presentation] Characterization of Hospital Servies Using Temporal Data Mining (Best Paper Award)2012

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      SRII Global Conference
    • Place of Presentation
      San Jose, アメリカ合衆国
    • Year and Date
      2012-07-24
    • Related Report
      2012 Annual Research Report
  • [Presentation] Temporal Data Mining of Order Entry Histories for Characterization of Medical Practice2012

    • Author(s)
      Shusaku Tsumoto
    • Organizer
      CBMS2012
    • Place of Presentation
      Rome, イタリア
    • Year and Date
      2012-06-22
    • Related Report
      2012 Annual Research Report
  • [Book] Rough Sets and Intelligent Systems - Professor Zdzisław Pawlak in Memoriam2013

    • Author(s)
      Andrzej Skowron, Mihir K. Chakraborty, Jerzy W. Grzymala-Busse, Victor W. Marek, Sankar K. Pal, James F. Peters, Grzegorz Rozenberg, Dominik Slezak, Roman Slowinski, Shusaku Tsumoto, Alicja Wakulicz-Deja, Guoyin Wang, Wojciech Ziarko
    • Total Pages
      643
    • Publisher
      Springer
    • Related Report
      2013 Annual Research Report
  • [Book] Brain Informatics - Proceedings. Lecture Notes in Computer Science 76702012

    • Author(s)
      Fabio Massimo Zanzotto, Shusaku Tsumoto, Niels Taatgen, Yiyu Yao
    • Total Pages
      397
    • Publisher
      Springer Velag
    • Related Report
      2012 Annual Research Report

URL: 

Published: 2012-04-24   Modified: 2019-07-29  

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