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Studies on Parameter Identification Using Fuzzy Random Data

Research Project

Project/Area Number 08680473
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 InstitutionOTEMON GAKUIN UNIVERSITY

Principal Investigator

FUKUDA Tokuo  OTEMON GAKUIN UNIVERSITY,Faculty of Management, Professor, 経営学部, 教授 (60201745)

Project Period (FY) 1996 – 1998
Project Status Completed (Fiscal Year 1998)
Budget Amount *help
¥1,400,000 (Direct Cost: ¥1,400,000)
Fiscal Year 1998: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 1997: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 1996: ¥400,000 (Direct Cost: ¥400,000)
KeywordsFuzzy Random Vectors / Set Representations of Fuzzy Sets / Multi-valued Logic / Theory of Correspondences / Statistical Moments / 曖昧不規則データ / 曖昧推定量 / 大数の法則 / Hausdorff距離 / 多値理論 / 対応の理論
Research Abstract

In this research, a class of fuzzy random vectors(FRVCs) and their statistical moments have been introduced from the consistent viewpoint of vague perceptions of random phenomena, and some properties of FRVCs and their statistical moments up to second ones have been examined theoretically.
The features of proposed FRVCs are as follows :
1. Set representations of fuzzy sets are thoroughly adopted because of ilie feasibility for describing operations between FRVCs.
2. By adopting the family of compact convex correspondences as the set representation of a FRVCS, we have been able to introduce the reasonable definition of expectations of FRVCs, which is basically compatible with (scalar) fuzzy random variables proposed by Kwakernaak and is never obtained from their simple extensions.
3. The proposed concept of FRVCs as vague perceptions of random vectors may be, in some sense, a bridge between two major types of flizzy mndoin variables.
Furthermore, the following items should be investigated in the future :
1. Definitions of higher statistical moments of FRVCs and their estimators.
2. Statistical properties of FRVCS under more moderate conditions
3. Applications of the proposed approach to fuzzy random data obtained by vague perceptions of output processes of time series described by AR, MA and ARMA models and so on.
4. Identification of system parameters of time series models as mentioned above bv using fuzzy random data.

Report

(4 results)
  • 1998 Annual Research Report   Final Research Report Summary
  • 1997 Annual Research Report
  • 1996 Annual Research Report
  • Research Products

    (21 results)

All Other

All Publications (21 results)

  • [Publications] 福田得夫: "On the Set Representation for Variance of Fuzzy Random Vectors" Proc. of the 35th SICE Annual Conf.1363-1368 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 福田得夫: "On a Modelling Method for Vague Perceptions of Random Phenomena" Proc. of the 4th EUFIT '96. 125-129 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 福田得夫: "On Fuzzy Random Vectors in Vague Perceptions of Random Phenomena and their Statistical Moments" Proc. of the 35th IEEE CDC. 2719-2724 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 福田得夫: "Fuzzy Random Data Obtained as Vague Perceptions of Random Phenomena" Statistical Methods in Control and Signal Processing (T.Katayama & S.Sugimoto Eds., Marcel Dekker. 299-326 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 福田得夫: "ある種のファジィ確率ベクトルについての一考察" 日本ファジィ学会誌. 10. 499-505 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 福田得夫: "On Law of Large Numbers for a Class of Fuzzy Random Vectors" Proc. of the 29th ISCIE Int. SSS. 45-50 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Tokuo Fukuda: "On the Set Representation for Variances of Fuzzy Random Vectors" Proc.of the 35th SICE Annual Conf.1363-1368 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Tokuo Fukuda: "On a Modelling Method for Vague Perceptions of Random Phenomena" Proc.of the 4th EUFIT'96. 124-129 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Tokuo Fukuda: "On Fuzzy Random Vectors as Vague Perceptions of Random Phenomena and their Statistical Moments" Proc.of the 35th IEEE CDC. 2719-2724 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Tokuo Fukuda: "Fuzzy Random Data Obtained as Vague Perceptions of Random Phenomena in 'Statistical Methods in Control and Signal Processing'(T.Katayama and S.Sugimoto Eds.)" Marcel Dekker Inc. (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Tokuo Fukuda: "On a Class of Fuzzy Random Vectors" Journal of Japan Society for Fuzzy Theory and Systems. Vol.10. 499-505 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Tokuo Fukuda: "On Law of Large Numbers for a Class of Fuzzy Random Vectors" Proc.of the 29th ISCIE Int.SSS. 45-50 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 福田得夫: "ある種のファジィ確率ベクトルについての一考察" 日本ファジィ学会誌. 10・3. 499-505 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 福田得夫: "On Law of Large Numbers for a Class of Fuzzy Random Vectors" Proc.of the 29th ISCIE Int.SSS. 45-50 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 福田得夫: "On Basic Arithmatic Operations for Fuzzy Sets Obtained as Vague Percetions of Crisp Phenomena" 追手門学院大学経営論集. 4・2. 133-161 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 福田得夫: "Fuzzy Random Data Obtained as Vague Perceptions of Random Phenomena" Statistical Methods in Control and Signal Processing(T.Katayama,S.Sugimoto編,Marcel Dekker). 303-330 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 福田得夫: "On Law of Large Numbers for a Class of Fuzzy Random Vectors" Preprint of the 29th ISCIE Int.SSS. 17-18 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 福田得夫: "ある種のファジィ確率ベクトルについての一考察(掲載決定)" 日本ファジィ学会誌. (1998)

    • Related Report
      1997 Annual Research Report
  • [Publications] 福田得夫: "On the Set Representation for Variances of Fuzzy Random Vectors" Proc.of the 35th SICE Annual Conference,International Session Papers. 1363-1368 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] 福田得夫: "On a Modelling Method for Vague Perceptions of Random Phenomena" Proceedings of EUFIT'96. Vol.1. 125-129 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] 福田得夫: "On Fuzzy Random Vectors as Vague Perceptions of Random Phenomena and Their Statistical Moments" Proceedings of the 35th IEEE CDC. 2716-2724 (1996)

    • Related Report
      1996 Annual Research Report

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Published: 1996-04-01   Modified: 2016-04-21  

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