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LEARNING FOR PATTERN CLASSIFICATION USING MULTI-OBJECTIVE PROGRAMMING AND ITS APPLICATON TO DIAGNOSIS SUPPORT SYSTEM OF DIABETIC ANGIOATHY

Research Project

Project/Area Number 06680414
Research Category

Grant-in-Aid for General Scientific Research (C)

Allocation TypeSingle-year Grants
Research Field 社会システム工学
Research InstitutionKONAN UNIVERSITY

Principal Investigator

NAKAYAMA Hirotaka  KONAN UNIV.DEPT.OF APPLIED MATHEMATICS,PROFESSOR, 理学部, 教授 (20068141)

Co-Investigator(Kenkyū-buntansha) HATTORI Yuichi  KONAN UNIV.DEPT.OF APPLIED MATHEMATICS,ASSOCIATE PROFESSOR, 理学部, 助教授 (80149947)
Project Period (FY) 1994 – 1995
Project Status Completed (Fiscal Year 1995)
Budget Amount *help
¥2,200,000 (Direct Cost: ¥2,200,000)
Fiscal Year 1995: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 1994: ¥1,300,000 (Direct Cost: ¥1,300,000)
Keywordspattern classification / neural networks / committee machine / multi-objective programming / diagnosis support system / diabetic macroangiopathy / diabetic microangiopathy / risk factors / 多目的決定 / 線形計画法 / 機械学習 / 糖尿病 / 大血管障害 / 細小血管障害 / 統計解析
Research Abstract

In order to construct a diagnosis support system of diabetic angiopathy, we examined characteristic features of risk factors for macroangiopathy in 899 Japanese NIDDM with and without macroangiopathy. They were registered from 40 facilities by Multiclinical Study for Diabetic Macroangiopathy group. Three hundred eighty six subjects were identified as having macroangiopathy (MA (+) total) ; these includes 217 with ischemic heart disease (IHD), 169 with cerebrovascular disease (CVD), and 77 with peripheral vascular disease (PVD). Univariate and multivariate analyzes revealed the following factors for MA (+) total, IHD,CVD and PVD : age, fast blood sugar, hypertension, systolic blood pressure, diastolic blood pressure, duration of diabetes, diabetic microangiopathy, high-density lipoprotein cholesterol (HDL-C), low-density lipoprotein cholesterol (LDL-C), LDL-C : HDL-C ratio, brinkman index (smoking) and body mass index. In conclusion, in NIDDM patients, age, hypertension, systolic blood pressure, diastolic blood pressure and duration of diabetes were found to be risk factors for macroangiopathy.
Technologies of machine learning is applied for supporting diagnosis. We developed two kinds of methods for pattern classification. One of them is a method for getting a piecewise linear discrimination function using fuzzy and/or multi-objective linear programming. The other is a committee machine which is a complex neural network consisting of several submodular neural networks. It has been observed that both methods can be effectively applied to our diagnosis problem.

Report

(3 results)
  • 1995 Annual Research Report   Final Research Report Summary
  • 1994 Annual Research Report
  • Research Products

    (35 results)

All Other

All Publications (35 results)

  • [Publications] Hirotaka Nakayama: "Engineering Applications of Multi-objective Programming : Recent Results" Multiple Criteria Decision Making,ed. by G. H. Tzeng,H. F. Wang,Springer. 369-378 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Hirotaka Nakayama: "Aspiration level approach to interactive multi-objective programming and its applications" Advances in Multicriteria Analysis ed. by P. M. Pardalos,Y. Siskos and C. Zopounidis.Kluwer. 147-174 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 中山弘隆,上原隆浩: "トランスピュータを用いたコミッティマシンとその応用" 甲南大学紀要理学編. 42. 209-222 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] H. Nakayama,K.Kaneshige,et al.: "An Application of a Multi-objective Programming Technique to Construction Accuracy Control of Cable-stayed Bridges" European J. of Operational Research. 87. 731-738 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 服部雄一: "均等な影響力を与える従属関係の隣接行列表現の性質" システム制御情報学会論文誌. 7. 482-483 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 服部雄一: "基本従属の隣接行列表現" システム制御情報学会論文誌. 7. 531-532 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 服部雄一: "従属関係に依存しない従属の度合いをもつ集団選択規則における勝利従属" 甲南大学紀要理学編. 41. 81-87 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 服部雄一: "基本従属の隣接行列の性質" システム制御情報学会論文誌. 8. 183-184 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 服部雄一: "推移的な従属関係をもつ集団選択規則における勝利従属" 甲南大学紀要理学編. 42. 201-207 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 服部雄一: "均等な影響力を与える従属関係の隣接行列表現" 甲南大学紀要理学編. 42. 195-199 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Y.Hattori and M.Takeuchi: "Covaiance Errors for the Spectrum Estimators in Random Time series" 甲南大学紀要理学編. 42. 187-194 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 服部雄一: "複数の連結成分をもつ隣接行列で表される従属関係の性質" システム制御情報学会論文誌. 8. 665-666 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 中山弘隆,谷野哲三: "多目的計画法の理論と応用" 計測自動制御学会, 232 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 服部雄一: "C言語とPADによる数値計算" (株)培風館, 216 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] H.Nakayama: "Engineering Applications of Multi-objective Programming : Recent Results" Multiple Criteria Decision Making, ed.by G.H.Tzeng, H.F.Wang, U.P.Wen and P.L.Yu, Springer. 369-378 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] H.Nakayama: "Aspiration level approach to interactive multi-objective programming and its applications" Advances in Multicriteria Analysis, ed.by P.M.Pardalos, Y.Siskos and C.Zopounidis, Kluwer Academic Publishers. 147-174 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] H.Nakayama, K.Kaneshige, S.Takemoto and Y.Watada: "An Application of a Multi-objective Programming Technique to Construction Accuracy Control of Cable-stayd Bridges" European J.of Operational Research. Vol.87, No.3. 731-738 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] H.Nakayama and T.Uehara: "A Committee Machine using Transputers and its Applications" Mem.Konan Univ., Sci.Ser.42 (1). 209-222 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Y.Hattori: "Winning Subordinations in a Collective Choice Rule with the Subordinate Degree Independent of Subordinate Relations" Mem.Konan Univ., Sci.Ser.41 (2). 81-87 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Y.Hattori: "Properties of Adjacency Matrix Representations Which Cause Equal Influene" Transactions of the Institute of Systems, Control and Information Engineers. Vol.7, No.11. 482-483 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Y.Hattori: "Adjacency Matrix Representations of Elementary Subordinations" Transactions of the Institute of Systems, Control and Information Engineers. Vol.7, No.12. 531-532 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Y.Hattori: "Properties of Adjacency Matrices of Elementary Subordinatoins" Transactions of the Institute of Systems, Control and Information Engineers. Vol.8, No.4. 183-184 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Y.Hattori: "Properties of Subordinate Relations Represented by Adjacency Matrices with Plural Connected Components" Transactions of the Institute of Systems, Control and Information Engineers. Vol.8, No.11. 665-666 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Y.Hattori: "Adjacency Matrix Representations of Subordinate Relations That Cause Equal Influence" Mem.Konan Univ., Sci.Ser.42 (1). 195-199 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Y.Hattori: "Winning Subordinations in a Collective Choice Rule with Transitive Subordinate Relations" Mem.Konan Univ., Sci.Ser.42 (1). 201-207 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Y.HATTORI and M.TAKEUCHI: "Covariance Errors for the Spectrum Estimators in Random Time Series" Mem.Konan Univ., Sci.Ser.42 (1). 187-194 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] H. Nakayama: "Aspiration level approach to interactive multi-objective programming and its applications" Advances in Multicriteria Analysis, ed. by P. M. Pardalos, et al. Kluwer Academic Publishers. 147-174 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] H. Nakayama et al.: "An application of a multi-objective programming technique to construction accuracy control of cable-stayed bridges" European J. of Operational Research. 87. 731-738 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 中山弘隆 上原隆浩: "トランスピュータを用いたコミッティマシンとその応用" 甲南大学紀要理学編. 42. 209-222 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 服部雄一: "基本従属の隣接行列の性質" システム制御情報学会論文誌. 8. 183-184 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] Y. HATTORI and M. TAKEUCHI: "Covariance Errors for the Spectrum Estimators in Random Time Series" 甲南大学紀要理学編. 42. 187-194 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 服部雄一: "均等な影響力を与える従属関係の隣接行列表現" 甲南大学紀要理学編. 42. 195-199 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 服部雄一: "推移的な従属関係をもつ集団選択規則における勝利従属" 甲南大学紀要理学編. 42. 201-207 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 服部雄一: "C言語とPADによる数値計算" (株)培風館, 216 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] Hirotaka Nakayama: "Aspirtaion Level Approach to Interactive Multi-objective Programming and its Applications" IIASA Working Paper. WP-94-112. 1-23 (1994)

    • Related Report
      1994 Annual Research Report

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Published: 1994-04-01   Modified: 2016-04-21  

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