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Coordination of Self-Organization and External Intelligence

Research Project

Project/Area Number 09680379
Research Category

Grant-in-Aid for Scientific Research (C)

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

Principal Investigator

MATSUYAMA Yasuo  Waseda University, Dept.of EECE,Professor, 理工学部, 教授 (60125804)

Project Period (FY) 1997 – 1998
Project Status Completed (Fiscal Year 1998)
Budget Amount *help
¥3,200,000 (Direct Cost: ¥3,200,000)
Fiscal Year 1998: ¥1,100,000 (Direct Cost: ¥1,100,000)
Fiscal Year 1997: ¥2,100,000 (Direct Cost: ¥2,100,000)
KeywordsSelf-organization / learning algorithm / feature map / morphing / external intelligence / virtual reality / 多重降下競合学習
Research Abstract

In self-organizing systems, a massively large number of information processing elements with modifiable states work together in coordination. Such a total system can reveal complex and sophisticated information processing. This research project utilized this ability in joint data compression and virtual movie generation. The following methods and results were obtained by this study.
(1) Multiple descent cost competition is applied to obtain a new learning and self-organization algorithm. This algorithm generates a weight vector feature map and a group vector feature map simultaneously.
(2) Digital still image is data-compressed by the multiple descent cost competition. This created a set of deformable color region patterns and a group mesh pattern.
(3) The grouping pattern was deformed according to the specification of external intelligence so that virtual digital movie can be generated.
(4) Depth information was further added so that virtual 3D movie can be generated.
The above new methods and results can be understood to improve computer human interface.

Report

(3 results)
  • 1998 Annual Research Report   Final Research Report Summary
  • 1997 Annual Research Report
  • Research Products

    (21 results)

All Other

All Publications (21 results)

  • [Publications] Y.Matsuyama: "Multiple descent cost competition" IEEE Trans, Neural Networks. 9. 106-122 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Y.Matsuyama, et al.: "Fast α-weighted EM learning for neural networks of module mixtures" Proc.Int.Joint Conf.Neural Networks. 3. 2306-2311 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Y.Matsuyama: "Non-logarithmic information measures, α-EM algorithms and speedup of learning" Proc.IEEE Int.Symp.Information Theory. 1. 385 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Y.Matsuyama, et al.: "A hierarchy from α-EM algorithm to vector quantization and self-organization" Proc.Int.Conf.Neural Into.Processing. 1. 233-238 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Y.Matsuyama: "Learning speed evaluation of the α-EM algorithm" 電子情報通信学会予稿集. (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Y.Matsuyama: "Multiple descent cost competition" IEEE Trans.Neural Networks. vol.9. 106-122 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Y.Matsuyama, et al.: "Fast alpha-weighted EM learning for neural networks module mixtures" vol.3. 2306-2311 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Y.Matsuyama: "Non-logarithmic information measures, alpha-EM algorithms and speedup of learning" Proc.IEEE Int.Symp.Information Theory. vol.1. 385 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Y.Matsuyama, et al.: "A hierarchy from alpha-EM algorithms to vector quantization and self-organization" Proc.Int.Conf.Neural Info.Processing. vol.1. 233-238 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Y.Matsuyama: "Learning speed evaluation of the alpha-EM algorithms" (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Y.Matsuyama: "Multiple descent cost competition" IEEE Trans.Neural Networks. 9. 106-122 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Y.Matsuyama,et al.: "Fast α-weighted EM learning for neural networks of module mixtures" Proc.Int.Joint Conf.Neural Networks. 3. 2306-2311 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Y.Matsuyama: "Non-logarithmic information measures,α-EM algorithms and speedup of learning" Proc.IEEE Int.Symp.Information Theory. 1. 385 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Y.Matsuyama,et al.: "A hierarchy from α-EM algorithm to vector quantization and self-organization" Proc.Int.Conf.Neural Info.Processing. 1. 233-238 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Y.Matsuyama: "Learning speed evaluation of the α-EM algorithm" 電子情報通信学会予稿集. (1999)

    • Related Report
      1998 Annual Research Report
  • [Publications] Yasuo MATSUYAMA: "The α-EM algorithm" Lecture Notes in Computer Science. 1240. 483-492 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Yasuo MATSUYAMA: "The weighted EM algorithm and block monitoring" Proc.Int.Conf.Neural Networks. 3. 1936-1941 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Yasuo MATSUYAMA et al.: "Prior probability weights and neural network learning" Proc.Int.Conf.Neural Info.Processing. 1. 267-270 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Yasuo MATSUYAMA: "WEM algorithms and probabilistic learning" Proc.ISCIE Stochastic System Sympo.1. 1-12 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Yasuo MATSUYAMA: "Multiple descent cost competition" IEEE Trans.Neural Networks. 9. 1-17 (1998)

    • Related Report
      1997 Annual Research Report
  • [Publications] 松山泰男: "自己組織化と外部知性との結合" 情報処理. 39. 37-42 (1998)

    • Related Report
      1997 Annual Research Report

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Published: 1997-04-01   Modified: 2016-04-21  

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