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Development and Evaluation of Telemedicine Support System based on Rule-based and Case-based Reasoning

Research Project

Project/Area Number 12680386
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionShimane Medical University

Principal Investigator

TSUMOTO Shusaku  School of Medicine, Shimane Medical University, Professor, 医学部, 教授 (10251555)

Co-Investigator(Kenkyū-buntansha) HIRANO Shoji  School of Medicine, Shimane Medical University, Assistant Professor, 医学部, 助手 (60333506)
Project Period (FY) 2000 – 2001
Project Status Completed (Fiscal Year 2001)
Budget Amount *help
¥2,400,000 (Direct Cost: ¥2,400,000)
Fiscal Year 2001: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 2000: ¥1,800,000 (Direct Cost: ¥1,800,000)
KeywordsArtificial Intelligence / Knowledge Engineering / Expert System / Case-based reasoning / rule-based system / e-Health / telemedicine / ルールベースシステム / 症例準拠推論 / データマイニング / ラフ集合
Research Abstract

In early 1980s, many medical expert system were developed with knowledgebase which are acquired from medical experts, and their performance was almost as good as domain experts. However, they were not frequently used mainly due to the poor user interface and the lack in learning new knowledge. However, the solutions of these two problems have been introduced since 1990s. For the latter problem, machine learning methods have provided several solutions, and for the former problem, the rapid progress of web technologies enables us to implement a good user interface.
Furthermore, recent advances in computer resources strengthen these two solusions. In this report, we focus on the interface problem. The recent advances in web technologies were used for an efficient interface of medical expert system. Then, the system was put on the internet to provide an intelligent decision support in telemedicine and is now being evaluated by region medical home doctors. The results show that such an internet-based medical decision support enables home doctors to take a quick action to the applied domain.

Report

(3 results)
  • 2001 Annual Research Report   Final Research Report Summary
  • 2000 Annual Research Report
  • Research Products

    (19 results)

All Other

All Publications (19 results)

  • [Publications] Hirano, S., Tsumoto, S., Okuzaki, T., Hata, Y.: "A clustering method based on rough sets and its application to knowledge discovery in the medical"MEDINFO2001. 206-210 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Tsumoto, S.: "Discovery of Temporal Knowledge in Medical Lime-Series Databases Using Moving Average, Multiscale Matching, and"Proceedings of the fifth European Conference on Principles of Knowledge Discovery in Databases (PKDD2001). 448-459 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Tsumoto, S.: "Statistical Extension of Rough Set Rule Induction"Proceedings of SPIE Aero Sense2001. 229-237 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Yokoyama, S., Matsuoka, K., Tsumoto, S., et al.: "Study on the Association between the Patient's Clinical Background and the Anaerobes by Data Mining in"Journal of Biomedical Fuzzy System Asoociation. 7(2). 121-128 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Sun, X., Hirano, S., Tsumoto, S.: "Evaluation of similarity measures for analysis of databases on laboratory examinations"Proceedings of SPIE Aero Sense2002. 324-333 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Hirano, S., Tsumoto, S., Okuzaki, T. and Hata, Y.: "A clustering method based on rough sets and its application to knowledge discovery in the medical database"MEDINFO2001. 206-210 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Tsumoto, S: "Discovery of Temporal Knowledge in Medical Time-Series Databases Using Moving Average, Multiscale Matching, and Rule Induction"Proceedings of PKDD2001. 448-459 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Tsumoto, S: "Statistical Extension of Rough Set Rule Induction"Proceedings of SPIE Aero Sense 2001. 229-237 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] S. Yokoyama, K. Matsuoka, S. Tsumoto, et. al.: "Study on the Association between the Patient's Clinical Background and the Anaerobes by Data Mining in Infectious Disease Database"Journal of Biomedical Fuzzy System Association. 7(2). 121-128 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Sun, X., Hirano, S. and Tsumoto, S.: "Evaluation of similarity measures for analysis of databasess on laboratory examinations"Proceedings of SPIE Aero Sense 2002. 324-333 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] Hirano, S., Tasumoto, S., Okuzaki, T., Hata, Y.: "A clustering method based on rough sets and its application to knowledge descovery in the medical database"MEDINFO. 1. 206-210 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Tsumoto, S.: "Discovery of Temporal Knowledge in Medical Time-Series Databases Using Moving Average, Multiscale Matching and Rule Induction"Proceedings of the fifh European Conference on Principles of Knowledge Discovery in Databases(PKDD2001). 1. 448-459 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Tsumoto, S.: "Statistical Extension of Rough Set Induction"Proceedings of SPIE. 4384. 180-188 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Tsumoto, S.: "Medical Knowledge Discovery in Hospital Information System"Proceedings of SPIE. 4384. 229-237 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] S.Yokoyama, K.Matsuoka, S.Tsumoto, et al.: "Study on the Association between the Patient's Clinical Background and the Anaerobes by Data Mining in Infectious Disease Database"Journal of Biomedical Fuzzy System Asoociataion. 7・2. 121-128 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Tsumoto,S.: "Knowledge Discovery in Clinical Databases and Evaluation of Discovered Knowledge in Outpatient Clinic"Information Sciences. 124. 125-137 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Tsumoto,S.: "Automated Discovery of Positive and Negative Knowledge in Clinical Databases"IEEE BME magazine. 19. 56-62 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Tsumoto,S.: "Automated Knowledge Discovery in Clinical Databases based on Rough Set Model"INFOR. 38. 196-208 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Polkowski,L.,Tsumoto,S.Lin,T.Y. (eds.): "Rough Sets and their applications"Physica Verlag. 682 (2000)

    • Related Report
      2000 Annual Research Report

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Published: 2000-04-01   Modified: 2016-04-21  

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