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Quantitative analysis on diversification effect for financial risk measurement

Research Project

Project/Area Number 25380387
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Money/ Finance
Research InstitutionSaitama University

Principal Investigator

MARUMO Kohei  埼玉大学, 人文社会科学研究科(経済系), 准教授 (90596959)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2015: ¥260,000 (Direct Cost: ¥200,000、Indirect Cost: ¥60,000)
Fiscal Year 2014: ¥260,000 (Direct Cost: ¥200,000、Indirect Cost: ¥60,000)
Fiscal Year 2013: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Keywords分布推定 / 線形制約 / ノンパラメトリック統計 / エルミート展開 / 分散効果 / 国際研究者交流 / オーストラリア / Density estimation / Constraints / Financial Risk / Risk measures / 国際研究者交流 (オーストラリア) / 非線形なリスクの計測 / 非正規なリスクの計量 / リスクの合算 / Hermite多項式
Outline of Final Research Achievements

We investigated the orthogonal polynomial expansion methods for application to financial risk measurement. So far, the practical use of orthogonal polynomial expansions had been rather limited mainly due to its poor approximation quality. In this project, we clearly stated the condition under which the approximation quality can be poor. Further, we proposed `smoothing' method, with which we obtain fair quality of approximation, even when the naive application of the expansion methods can fail.
We further developed the density estimation methods under constraints, and we verified its utility numerical examples.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (5 results)

All 2016 Other

All Journal Article (1 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 1 results,  Acknowledgement Compliant: 1 results) Presentation (1 results) Remarks (3 results)

  • [Journal Article] On optimal smoothing of density estimators obtained from orthogonal polynomial expansion methods2016

    • Author(s)
      Kohei Marumo and Rodney C. Wolff
    • Journal Title

      Journal of Risk

      Volume: 18(3) Pages: 47-76

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Presentation] Density Estimation with Orthogonal Expansions under Constraints2016

    • Author(s)
      丸茂 幸平
    • Organizer
      第17回ノンパラメトリック統計解析とベイズ統計
    • Place of Presentation
      慶應義塾大学三田キャンパス(東京都港区)
    • Year and Date
      2016-03-27
    • Related Report
      2015 Annual Research Report
  • [Remarks] A Non-parametric Method for Approximating ..

    • URL

      http://sucra.saitama-u.ac.jp/modules/xoonips/detail.php?id=KY-21868611-04-01

    • Related Report
      2014 Research-status Report
  • [Remarks] Density Approximation ..

    • URL

      http://sucra.saitama-u.ac.jp/modules/xoonips/listitem.php?index_id=316

    • Related Report
      2014 Research-status Report
  • [Remarks] Faculty of Economics Working Paper

    • URL

      http://sucra.saitama-u.ac.jp/modules/xoonips/detail.php?id=KY-21868611-04-01

    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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