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Study on Limit Theorems for Random Sets with Dependency

Research Project

Project/Area Number 14540139
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field General mathematics (including Probability theory/Statistical mathematics)
Research InstitutionTokyo University of Science

Principal Investigator

INOUE Hiroshi  Tokyo University of Science, Management, Professor, 経営学部, 教授 (90096694)

Project Period (FY) 2002 – 2003
Project Status Completed (Fiscal Year 2003)
Budget Amount *help
¥2,500,000 (Direct Cost: ¥2,500,000)
Fiscal Year 2003: ¥800,000 (Direct Cost: ¥800,000)
Fiscal Year 2002: ¥1,700,000 (Direct Cost: ¥1,700,000)
KeywordsRandom Sets / Law of Large Numbers / Exchangeability / kuratowski-Mosco convergence / Hausdorff Convergence / Dependency / compactness / Fuzzy constraints / ファジィ条件 / ファジィランダム集合列
Research Abstract

For random sets(or fuzzy random sets) being dependent limit theorems were obtained under the condition that random sets are not compact.
Many of the results of laws of large numbers for Banach spaced-value random setswere assumed to be IID(Independent and Identical Distribution) with compactness, and proved by the embedding method and its extension.Moreover, it will be realistic in establishing limit theorems to put some dependency among random sets though IID is, in general, assumed.In this research(1)the author proved strong laws of large numbers for random sets(fuzzy random sets)which posses the nature of dependency, in particular, exchangeability.The topology is based on Kuratowski-Mosco convergence which is weaker than Hausdorff sense and fits into the case of unbounded random sets with more applicable nature.
(2)One algorithm to solve convex maximization problem was established with fuzzy constraints.The objective function of encountered problem is convex and its feasible region is inverse convex. In the future work, it is expected to establish algorithms of maximization problems by introducing random sets concept with stochastic process of fuzzy nature.

Report

(3 results)
  • 2003 Annual Research Report   Final Research Report Summary
  • 2002 Annual Research Report
  • Research Products

    (6 results)

All Other

All Publications (6 results)

  • [Publications] Hiroshi Inoue: "Laws of large Numbers for Exchangeable Random Sets in Kuratowski-Mosco Sense"Stochastic Analysis and Applications. (revised 中).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Jianming Shi: "Convex Maximization on a Convex Set with Fuzzy Constraints"IEEE Transaction on Systems, Man and Cybernetics, Part A. (印刷中).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Hiroshi Inoue: "Laws of Large Numbers for Exchangeable Random Sets in Kuratowski-Mosco Sense"Stochastic Analysis and Applications. (revised).

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Jianming shi, Hiroshi Inoue: "Convex Maximization on a Convex Set with Fuzzy Constraints"IEEE Transaction on Systems, Man and Cybernetics, PART A. (Accepted).

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Hiroshi Inoue: "Laws of Large Numbers for Exchangeable Random Sets in Kuratowski-Mosco Sense"Stochastic Analysis and Applications. (revised中).

    • Related Report
      2003 Annual Research Report
  • [Publications] Jianming Shi: "Convex Maximization on a Convex Set with Fuzzy Constraints"IEEE Transaction on Systems, Man and Cybernetics, Part A. (Accepted).

    • Related Report
      2003 Annual Research Report

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Published: 2002-04-01   Modified: 2016-04-21  

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