• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

The optimization of Associative Classification System

Research Project

Project/Area Number 11680450
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field 社会システム工学
Research InstitutionOkayama Prefectural University

Principal Investigator

KANAGAWA Akihiro  Faculty of Computer Science and System Engineering, Associate Professor, 情報工学部, 助教授 (70204534)

Co-Investigator(Kenkyū-buntansha) 辛 忠  岡山県工業技術センター, 室長
KAWABATA Hiroaki  Faculty of computer Science and System Engineering, Professor, 情報工学部, 教授 (70081271)
TAKAHASHI Hiromitsu  Faculty of computer Science and System Engineering, Professor, 情報工学部, 教授 (30109889)
ZHANG Zhong  Department of System Engineering, Industrial Technology Center of Okayama Prefecture
章 忠  岡山県工業技術センター, 室長
Project Period (FY) 1999 – 2000
Project Status Completed (Fiscal Year 2000)
Budget Amount *help
¥3,000,000 (Direct Cost: ¥3,000,000)
Fiscal Year 2000: ¥1,100,000 (Direct Cost: ¥1,100,000)
Fiscal Year 1999: ¥1,900,000 (Direct Cost: ¥1,900,000)
KeywordsAssociative memory / Classification / Cellular neural networks / Associatron / Bitmap pattern / Soft computing / ニューラルネットワーク / バイナリーニューラルネット / ウェーブレット変換 / バイナリニューラルネット
Research Abstract

This investigation deals with classification problems, such as diagnosis, in which classes are defined by categorical forms. Recently, soft computing techniques including learning algorithm in neural networks and fuzzy expert systems are applied to the classification problems. We have already presented a prototype of associative classification model using cellular neural networks(CNN). That is categories or classes are expressed by bitmap patterns consist of pixels which have three levels. Classification is done by association from the given data expressed by bitmap pattern. The problem is, firstly, which associative memory is suit for this classification method. We investigate two kind of associative memories, one is the associatron, and the other is extended CNN.The associatron is a model for a neural network proposed by Nakano. It embeds Hebb's law using a method to strengthen the synapse connection that interprets that the synapse connection between simultaneously excited cells grows stronger. Associative classification using associatron yields an outstanding result in the problem of iris. On the contrary, extended CNN shows remakable effects for diagnosing of liver disease.

Report

(3 results)
  • 2000 Annual Research Report   Final Research Report Summary
  • 1999 Annual Research Report
  • Research Products

    (27 results)

All Other

All Publications (27 results)

  • [Publications] 金川明弘: "拡張アソシアトロンを用いた連想判別。"システム制御情報学会論文誌. 12・4. 212-219 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 章 忠: "3値出力セルラーニューラルネットワークとその肝臓病診断への応用"日本機械学会論文誌C. 67・653. 185-191 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Akihiro Matsunaga: "On a Promot ion Term for Convergence of the Binary NV "Proc.of Inter.Symp.on Nonlinear Theory(NOLTA). 1. 17-20 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Akihiro Matsunaga: "Production Scheduling Using the Binary Neural Network"Proc.of the 5^<th> China-Japan ISIM. 445-450 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Zhong Zhang: "Tri-Output CNN and Its Application to Diognosing Liva diseas"Proc.of IEEE SMC '99. III. 372-377 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Zhong Zhang: "EEG Analysis using Fast Wavelet Transform"Proc.of IEEE SMC '2000. (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Akihiro Kanagawa: "Pattern Recognition in Soft Computing Paradigm §7"World Scientific Editor Nikhil R Pal. 393 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] A.Kanagawa: "Associative Classification Using the Extended Associatron"Transactions of ISCIE. 12, 4. 212-219

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Z.Zhang: "Three-Output Cellular Neural Network and Its Application to Diagnosing Liver Disease"Trans.of the Japan Society of Mechanical Eng.. 67C, 653. 185-191 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] A.Matsunaga: "On a Promotion Term for Convergence of the Binary Neural Networks"Proc.of Intern.Symp.on NOLTA. 1. 17-20 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] A.Matsunaga: "Production Scheduling Using the Binary Neural Networks"Proc.of the 5^<th> China-Japan ISIM. 445-450 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Z.Zhang: "Tri-Output Cellular Neural Network and Its Application"Proc.of IEEE SMC. 372-377 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Z.Zhang: "EEG Analysis using Fast Wevelet Transform"Proc.of IEEE SMC. (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] A.Kanagawa: "Associative Classification Method"Pattern Recognition in Soft Computing Paradigm(World Scientific). 2. 163-180 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 金川明弘: "拡張アソシアトロンを用いた連想判別"システム制御情報学会論文誌. 12・4. 212-219 (1999)

    • Related Report
      2000 Annual Research Report
  • [Publications] 章忠: "3値出力セルラーニューラルネットワークとその肝臓病診断への応用"日本機械学会論文誌C. 67・653. 185-191 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Akihiro Matsunaga: "On a Promotion Term for Convergence of the Binary Neural Networks"Proceedings of Intern.Symp.on Nonlirear Theory and its Applic.. Vol.1. 17-20 (1999)

    • Related Report
      2000 Annual Research Report
  • [Publications] Akihiro Matsunaga: "Production Scheduling Using the Binary Neural Networks"Proc.of the Fifth China-Japan Intern.Symb.on Industrial Management. 445-450 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Zhong Zhang(章忠): "Tri-Output Cellular Neural Network and Its Application to Diagnosis"Proc.of IEEE SMC'99. III. 372-377 (1999)

    • Related Report
      2000 Annual Research Report
  • [Publications] Zhong Zhang(章忠): "EEG Analysis using Fast Wavelt Transform"Proceodings of IEEE SMC'2000. (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Akihiro Kanagawa: "Pattern Recognition in Soft Computing Paradigm,vol.2,§7"World Scientific.Editor Nikhil R Pal. 393 (2001)

    • Related Report
      2000 Annual Research Report
  • [Publications] 金川、妹尾、高橋: "拡張アソシアトロンを用いた連想判別"システム制御情報学会論文誌. 12,4. 212-219 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 松永、金川、高橋: "バイナリーニューラルネットワークのための収束促進項の提案"電子情報通信学会技術研究報告. NLP99-23. 69-76 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 難波、川畑、金川、章: "ヒステリシスセルを有するセルラニューラルネットワークの想起特性"電子情報通信学会技術報告. NC99-42. 23-29 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Zhang,Liu,Kawabata: "Tri-Output Cellular Neural Network and Its Application"Proceedings of IEEE.SMC'99. III. 372-377 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Matunaga,Kanagawa,Takahashi: "On a Promotion Term for Convergence of the Binary Neural Network"Proceedings Intern.Symp.on Nonlinear Theory. 1. 17-20 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 中山、難波、川畑、金川、章: "ヒステリシスセルを有するセルラニューラルネットワークの想起特性(第2報)"電子情報通信学会技術研究報告. NLP99-137. 9-16 (2000)

    • Related Report
      1999 Annual Research Report

URL: 

Published: 1999-04-01   Modified: 2016-04-21  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi