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Developments of Computer Aided Diagnosis System of liver cancers using knowledge Engineering for Medical X-ray CT Images

Research Project

Project/Area Number 21560428
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field System engineering
Research InstitutionThe University of Tokushima

Principal Investigator

UENO Junji  徳島大学, 大学院・ヘルスバイオサイエンス研究部, 教授 (60116788)

Co-Investigator(Kenkyū-buntansha) KONDO Tadashi  徳島大学, 大学院・ヘルスバイオサイエンス研究部, 教授 (80205559)
Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Fiscal Year 2011: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2010: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2009: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Keywordsシステム情報(知識)処理 / 人工ニューラルネットワーク / コンピュータ支援診断 / 知識工学 / マルチスライスCT / システム情報処理 / CT / 肝臓癌
Research Abstract

A revised Group Method of Data Handling(GMDH)-type neural network algorithm for medical image diagnosis is proposed and is applied to medical image diagnosis of liver cancer that is called hepatocellular carcinoma(HCC). In this algorithm, the knowledge base for medical image diagnosis are used for organizing the neural network architecture for medical image diagnosis and the revised GMDH-type neural network algorithm can identify the characteristics of the medical images accurately. The optimum neural network architecture fitting the complexity of the medical images is automatically organized so as to minimize the prediction error criterion defined as Prediction Sum of Squares(PSS) and it was shown that the revised GMDH-type neural network could be easily applied to the medical image diagnosis.

Report

(4 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (36 results)

All 2012 2011 2010 2009

All Journal Article (18 results) (of which Peer Reviewed: 18 results) Presentation (18 results)

  • [Journal Article] Medical Image Diagnosis of Liver Cancer by Multi-layered GMDH-type Neural Network Using Knowledge Base2012

    • Author(s)
      Tadashi Kondo
    • Journal Title

      ICIC Express Letters (ICIC-EL)

      Volume: Vol.6 Pages: 863-870

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Feedback GMDH-type Neural Network and Its Application to Medical Image Analysis of Liver Cancer2012

    • Author(s)
      Tadashi Kondo
    • Journal Title

      International Journal of Innovative Computing, Information and Control

      Volume: Vol.8 Pages: 2285-2300

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Medical image diagnosis of liver cancer by multi-layered GMDH-type neural network using artificial intelligence technology2012

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Proceedings of the 43th ISCIE International Symposium on Stochastic Systems Theory and its Applications

      Pages: 1-6

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Medical image diagnosis of liver cancer by feedback GMDH-type neural network using knowledge base2012

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Proceedings of the seventeeath International Symposium on Artificial Life and Robotics 2012

      Pages: 1021-1024

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Medical image diagnosis of liver cancer using neural network and artificial intelligence2011

    • Author(s)
      Tadashi Kondo, Junji Ueno and Schoichiro Takao
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: Vol.15 Pages: 714-722

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Hybrid GMDH-type neural network using artificial intelligence and its application to medical image diagnosis of liver cancer2011

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Proceedings of 2011 IEEE/SICE International Symposium on System Integration

      Pages: 1101-1106

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Medical image diagnosis of liver cancer by revised GMDH-type neural network using Knowledge base2011

    • Author(s)
      Tadashi Kondo, Junji Ueno, Shoichiro Takao
    • Journal Title

      Proceeding of international forum on medical imaging in Asia 2011

      Pages: 1-7

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Feedback GMDH-type neural network algorithm and its application to medical image analysis of cancer of the liver2010

    • Author(s)
      Tadashi Kondo, Chihiro Kondo, Shoichiro Takao and Junji Ueno
    • Journal Title

      Journal of Artificial Life and Robotics

      Volume: Vol.15 Issue: 3 Pages: 264-269

    • DOI

      10.1007/s10015-010-0805-8

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Feedback GMDH-type neural network algorithm and its application to medical image analysis of cancer of the liver2010

    • Author(s)
      Tadashi Kondo, Chihiro Kondo, Shoichiro Takao, Junji Ueno
    • Journal Title

      Journal of Artificial Life and Robotics

      Volume: 15 Pages: 264-269

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Medical image diagnosis of liver cancer using neural network and artificial intelligence2010

    • Author(s)
      Tadashi Kondo, Junji Ueno, Shoichiro Takao
    • Journal Title

      Proceedings of the 2010 international symposium on intelligent systems(iFAN 2010)

      Pages: 1-6

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Medical image diagnosis of liver cancer using multi-layered GMDH-typeneural network2010

    • Author(s)
      Tadashi Kondo, Junji Ueno
    • Journal Title

      Proceedings of SCIS & ISIS 2010

      Pages: 446-451

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Feedback GMDH-type neural network and its application to medical image analysis of the liver cancer2010

    • Author(s)
      Tadashi Kondo, Junji Ueno
    • Journal Title

      Abstracts of the 42^<nd> ISCIE international symposium on stochastic systems theory and its applications

      Pages: 81-82

    • NAID

      130007377398

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 改良形GMDH-typeニェーラルネットワークを用いた肝臓癌の医用画像診断2010

    • Author(s)
      近藤正、上野淳二、高尾昭一郎
    • Journal Title

      電子情報通信学会技術報告

      Volume: MI2010-42 Pages: 27-32

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 人工知能を用いた肝臓癌の医用画像診断2010

    • Author(s)
      近藤正、上野淳二、高尾昭一郎
    • Journal Title

      JAMIT 2010 Proceedings

      Pages: 1-10

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Medical image recognition of cancer of the liver by GMDH-type neural network2010

    • Author(s)
      Kondo T.
    • Journal Title

      Proceedings of the 41st ISCIE International Symposium on Stochastic Systems Theory and Its Applications (In Press)

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Feedback GMDH-type neural network algorithm and its application to medical image analysis of cancer of the liver2010

    • Author(s)
      Kondo C.
    • Journal Title

      Proceedings of the Fifteenth International Symposium on Artificial Life and Robotics 2010

      Pages: 790-793

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Three-dimensional medical image recognition of the cancer of the liver by a revised radial basis function(RBF) neural network algorithm2009

    • Author(s)
      Masahiro Nakagawa, Tadashi Kondo, Kudo Tsuyosi, Shoichiro Takao and Junji Ueno
    • Journal Title

      The Journal of Artificial Life and Robotics

      Volume: Vol.14, No.2 Issue: 2 Pages: 118-122

    • DOI

      10.1007/s10015-009-0640-y

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Three-dimensional medical image recognition of the cancer of the liver by a revised radial basis function (RBF) neural network algorithm2009

    • Author(s)
      Nakagawa M.
    • Journal Title

      The Journal of Artificial Life and Robotics Vol.14

      Pages: 118-122

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] Medical image diagnosis of liver cancer by feedback GMDH-type neural network using knowledge base2012

    • Author(s)
      Tadashi Kondo
    • Organizer
      The seventeenth International Symposium on Artificial Life and Robotics 2012
    • Place of Presentation
      B-Con Plaza, Beppu, Japan
    • Related Report
      2011 Annual Research Report
  • [Presentation] 人工知能技術を用いた多層型GMD H-typeニューラルネットワークによる肝臓癌の医用画像診断2012

    • Author(s)
      近藤正
    • Organizer
      電子情報通信学会知能ソフトウェア工学研究会
    • Place of Presentation
      機械振興会館,東京都
    • Related Report
      2011 Annual Research Report
  • [Presentation] Medical Image Diagnosis of Liver Cancer by Multi-layered GMDH-type Neural Network Using Knowledge Base2011

    • Author(s)
      Tadashi Kondo, Junji Ueno and Schoichiro Takao
    • Organizer
      Sixth International Conference on Innovative Computing Information and Control
    • Place of Presentation
      Kitakyushu International Conference Center(Kitakyushu), Japan.
    • Year and Date
      2011-12-24
    • Related Report
      2011 Final Research Report
  • [Presentation] Hybrid GMDH-type neural network using artificial intelligence and its application to medical image diagnosis of liver cancer2011

    • Author(s)
      Tadashi Kondo, Junji Ueno and Schoichiro Takao
    • Organizer
      2011 IEEE/ SICE International Symposium on System Integration
    • Place of Presentation
      Kyoto University(Kyoto), Japan
    • Year and Date
      2011-12-22
    • Related Report
      2011 Final Research Report
  • [Presentation] Medical Image Diagnosis of Liver Cancer by Multi-layered GMDH-type Neural Network Using Artificial Intelligence Technology2011

    • Author(s)
      Tadashi Kondo and Junji Ueno
    • Organizer
      The 43^<rd> ISCIE international symposium on stochastic systems theory and its applications
    • Place of Presentation
      Ritsumeikan University(Shiga), Japan
    • Year and Date
      2011-10-28
    • Related Report
      2011 Final Research Report
  • [Presentation] Medical image diagnosis of liver cancer by revised GMDH-type neural network using Knowledge base2011

    • Author(s)
      Tadashi Kondo, Junji Ueno and Shoichiro Takao
    • Organizer
      International forum on medical imaging in Asia 2011
    • Place of Presentation
      Tenbusu(Naha), Japan
    • Year and Date
      2011-01-18
    • Related Report
      2011 Final Research Report
  • [Presentation] Medical image diagnosis of liver cancer by revised GMDH-type neural network using Knowledge base2011

    • Author(s)
      Tadashi Kondo, Junji Ueno, Shoichiro Takao
    • Organizer
      International forum on medical imaging in Asia 2011
    • Place of Presentation
      那覇市
    • Year and Date
      2011-01-18
    • Related Report
      2010 Annual Research Report
  • [Presentation] Medical Image Diagnosis of Liver Cancer by Multi-layered GMDH-type Neural Network Using Artificial Intelligence Technology2011

    • Author(s)
      Tadashi Kondo
    • Organizer
      The 43rd ISCIE international symposium on stochastic systems theory and its applications
    • Place of Presentation
      Ritsumeikan University, Shiga、Japan
    • Related Report
      2011 Annual Research Report
  • [Presentation] Medical Image Diagnosis of Liver Cancer by Multi-layered GMDH-type Neural Network Using Knowledge Base2011

    • Author(s)
      Tadashi Kondo
    • Organizer
      Sixth International Conference on Innovative Computing Information and Control
    • Place of Presentation
      Kitakyushu International Conference Center, Kitakyushu, Japan
    • Related Report
      2011 Annual Research Report
  • [Presentation] Hybrid GMDH-type neural network using artificial intelligence and its application to medical image diagnosis of liver cancer2011

    • Author(s)
      Tadashi Kondo
    • Organizer
      2011 IEEE/SICE International Symposium on System Integration
    • Place of Presentation
      Yoshida Campus, Kyoto University, Kyoto, Japan
    • Related Report
      2011 Annual Research Report
  • [Presentation] Medical image diagnosis of liver cancer using multi-layered GMDH-type neural network2010

    • Author(s)
      Tadashi Kondo and Junji Ueno
    • Organizer
      SCIS & ISIS 2010
    • Place of Presentation
      Okayama Convention Center(Okayama), Japan
    • Year and Date
      2010-12-08
    • Related Report
      2011 Final Research Report
  • [Presentation] Medical image diagnosis of liver cancer-using multi-layered GMDH-type neural network2010

    • Author(s)
      Tadashi Kondo, Junji Ueno
    • Organizer
      SCIS & ISIS 2010
    • Place of Presentation
      岡山市
    • Year and Date
      2010-12-08
    • Related Report
      2010 Annual Research Report
  • [Presentation] Feedback GMDH-type neural network and its application to medical image analysis of the liver cancer2010

    • Author(s)
      Tadashi Kondo and Junji Ueno
    • Organizer
      The 42^<nd> ISCIE international symposium on stochastic systems theory and its applications
    • Place of Presentation
      Okayama University of Science(Okayama), Japan
    • Year and Date
      2010-11-26
    • Related Report
      2011 Final Research Report
  • [Presentation] Feedback GMDH-type neural network and its application to medical image analysis of the liver cancer2010

    • Author(s)
      Tadashi Kondo, Junji Ueno
    • Organizer
      The 42^<nd> ISCIE international symposium on stochastic systems theory and its applications
    • Place of Presentation
      岡山市
    • Year and Date
      2010-11-26
    • Related Report
      2010 Annual Research Report
  • [Presentation] Medical image diagnosis of liver cancer using neural network and artificial intelligence2010

    • Author(s)
      Tadashi Kondo, Junji Ueno, Shoichiro Takao
    • Organizer
      The 2010 international symposium on intelligent systems(iFAN 2010)
    • Place of Presentation
      八王子市
    • Year and Date
      2010-09-25
    • Related Report
      2010 Annual Research Report
  • [Presentation] 人工知能を用いた肝臓癌の医用画像診断2010

    • Author(s)
      近藤正、上野淳二、高尾昭一郎
    • Organizer
      JAMIT 2010
    • Place of Presentation
      伊勢原市
    • Year and Date
      2010-07-30
    • Related Report
      2010 Annual Research Report
  • [Presentation] 改良形GMDH-typeニューラルネットワークを用いた肝臓癌の医用画像診断2010

    • Author(s)
      近藤正、上野淳二、高尾昭一郎
    • Organizer
      電子情報通信学会医用画像(MI)研究会
    • Place of Presentation
      徳島市
    • Year and Date
      2010-07-09
    • Related Report
      2010 Annual Research Report
  • [Presentation] 改良形GMDH-typeニューラルネットワークによる肝臓がんの医用画像診断2010

    • Author(s)
      近藤正
    • Organizer
      第37回知能システムシンポジューム(計測自動制御学会)
    • Place of Presentation
      横浜国立大学
    • Year and Date
      2010-03-17
    • Related Report
      2009 Annual Research Report

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Published: 2009-04-01   Modified: 2016-04-21  

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