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Tests for the Gaussianity of a time series with application to financial time series

Research Project

Project/Area Number 04630014
Research Category

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

Allocation TypeSingle-year Grants
Research Field Economic statistics
Research InstitutionInstitute of Economic Research, Hitotsubashi University

Principal Investigator

KARIYA Takeaki  Hitotsubashi Univ.Inst.of Economic Research Professor, 経済研究所, 教授 (70092624)

Project Period (FY) 1992 – 1993
Project Status Completed (Fiscal Year 1993)
Budget Amount *help
¥1,200,000 (Direct Cost: ¥1,200,000)
Fiscal Year 1993: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 1992: ¥700,000 (Direct Cost: ¥700,000)
KeywordsTest for Multivariate Normality / Test for Gaussianity / Curved Family / Locally Best Invariant Test / Mardia's Test / 多変量光度 / ガウス性の検定 / エルミート多項式 / 多変量正規性の検定 / 曲分布族
Research Abstract

In a view of testing multivariate normality, a new testing procedure for testing the Gaussianity of stationary time series process is proposed. The basic idea is that first standardizing p variates and then transforming them by Hermitian polynomials, the moment structure of the p-dim. multivariate normality is tested based on the transformed variates. The test statistic is shown to be asymptotically distributed as x^2-distribution. These results are applied to testing the Gaussianity of a univariate time series by considering lagged variates p-dim variates. The method is applied to returns of stocks and the Gaussianity is rejected.
Also the problem of testing multivariate normality against a curved family is treated and the locally best invariant test and its distribution are derived. A curved family for which the Mardia test is locally best invariant is found.

Report

(3 results)
  • 1993 Annual Research Report   Final Research Report Summary
  • 1992 Annual Research Report
  • Research Products

    (13 results)

All Other

All Publications (13 results)

  • [Publications] Takeaki KARIYA: "Tests for multinormality with application to time series" 一橋大学経済研究所ディスカッション・ペーパーNo.264.

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Takeaki KARIYA: "LBI tests for multivariate normality in curved families with μ known" Proceedings of the International Symposium on Multivariate Analysis and its Applications. (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Takeaki KARIYA: "LBI tests for multivariate normality in curved families and Mardia's test" Sankhya. (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 刈屋武昭: "多変量正規性の検定法" 経済研究. 45. (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] T.KARIYA: "Test for Multivariate Normality" Keizai Kenkyu (Economic Studies). Vol.45 (To appear). (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] T.KARIYA: "Tests for Multinormality with Application to Time Series." Hitotsubashi University DP.No.264.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] T.KARIYA: "LBI Tests for Multivariate Normality in Curved Families with mu Known." Proceedings of the International Symposium on Multivariate Analysis and its Applications.(to appear). (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] T.KARIYA: "LBI Tests for Multivariate Normality in Curved Families and Mardia's Test." Sankhya. (to appear). (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Takeaki KARIYA: "Tests for multinormality with application to time series" 一橋大学経済研究所ディスカッション・ペーパーNo264.

    • Related Report
      1993 Annual Research Report
  • [Publications] Takeaki KARIYA: "LBI tests for multivariate normality in curved families with μ known" Proceedings of the International Symposium on Multivarlate Analysis and its Applications. (1994)

    • Related Report
      1993 Annual Research Report
  • [Publications] Takeaki KARIYA: "LBI tests for multivariate normality in curved families and Mardia's test" Sankhya. (1994)

    • Related Report
      1993 Annual Research Report
  • [Publications] 刈屋武昭: "多変量正規性の検定法" 経済研究. 45. (1994)

    • Related Report
      1993 Annual Research Report
  • [Publications] Takeaki KARIYA Edward I.GEORGE: "LBI tests for multivariate normality in curved gamilies with μ knows" Proceedings of International Confrence on Multivariate Analysis. (1993)

    • Related Report
      1992 Annual Research Report

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Published: 1992-04-01   Modified: 2016-04-21  

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