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Portfolio optimization problem for high dimensional data

Research Project

Project/Area Number 24730193
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Economic statistics
Research InstitutionKeio University (2014-2016)
Jikei University School of Medicine (2012-2013)

Principal Investigator

Shiraishi Hiroshi  慶應義塾大学, 理工学部(矢上), 准教授 (90454024)

Project Period (FY) 2012-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Fiscal Year 2015: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2014: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2013: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2012: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Keywords最適ポートフォリオ / 統計的推定 / 漸近理論 / 高次元データ / 縮小推定量 / ランダム行列 / ファクターモデル / 主成分分析 / 国際研究者交流 / イギリス / PCA / 国際情報交換 / 多国籍
Outline of Final Research Achievements

In this research, we propose two types of optimal portfolio estimators when an investor aims to invest a huge number of assets. Suppose that high dimensional data with respect to the past asset return is available. Then we propose (1)Optimal portfolio estimator by using an unbiased estimator for the inverse of the covariance matrix, (2)Shrinkage type estimator for the plug-in portfolio weights estimator. First, we derive the theoretical properties and confirm numerical validity of these estimators. Then, we compare the performance (in terms of the sharp ration and the utility function) with existing portfolios based on the Japanese stock price data (200 issues) and realized the superiority of the proposed method.

Report

(6 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (18 results)

All 2017 2016 2015 2014 2012 Other

All Int'l Joint Research (3 results) Journal Article (7 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 5 results,  Open Access: 1 results) Presentation (8 results)

  • [Int'l Joint Research] University of New South Wales(オーストラリア)

    • Related Report
      2015 Research-status Report
  • [Int'l Joint Research] Academia Sinica(台湾)

    • Related Report
      2015 Research-status Report
  • [Int'l Joint Research] University of Southampton(英国)

    • Related Report
      2015 Research-status Report
  • [Journal Article] 高次元における有効フロンティアの統計的推定2017

    • Author(s)
      岡 紘之、白石 博
    • Journal Title

      早稲田大学理工研報告.特集号

      Volume: 印刷中

    • Related Report
      2016 Annual Research Report
  • [Journal Article] Review of statistical actuarial risk modelling2016

    • Author(s)
      Hiroshi Shiraishi
    • Journal Title

      Cogent Mathematics

      Volume: 3 Issue: 1 Pages: 1123945-1123945

    • DOI

      10.1080/23311835.2015.1123945

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] GPIFのポートフォリオ解析について2015

    • Author(s)
      白石 博
    • Journal Title

      早稲田大学理工研報告.特集号

      Volume: 印刷中

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Statistical Estimation of Portfolios for Dependent Financial Returns2012

    • Author(s)
      Masanobu Taniguchi, Cathy W. S. Chen, Junichi Hirukawa, Hiroshi Shiraishi, Kenichiro Tamaki, and David Veredas
    • Journal Title

      Advances in Decision Sciences

      Volume: Article ID 681490 Pages: 1-3

    • DOI

      10.1155/2012/681490

    • Related Report
      2012 Research-status Report
  • [Journal Article] A Simulation Approach to Statistical Estimation of Multiperiod Optimal Portfolios2012

    • Author(s)
      Shiraishi Hiroshi
    • Journal Title

      Advances in Decision Sciences

      Volume: Article ID 341476 Pages: 1-13

    • DOI

      10.1155/2012/341476

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Optimal Portfolios with End-of-Period Target2012

    • Author(s)
      Hiroshi Shiraishi
    • Journal Title

      Advances in Decision Sciences

      Volume: Volume 2012 Pages: 1-13

    • DOI

      10.1155/2012/703465

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Resampling procedure in estimation of optimal portfolios for time-varying ARCH processes2012

    • Author(s)
      Shiraishi Hiroshi
    • Journal Title

      Scientiae Mathematicae Japonicae

      Volume: 75 Pages: 105-117

    • NAID

      130007670105

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] 高次元の下での有効フロンティアの統計的推定2015

    • Author(s)
      岡紘之、白石博
    • Organizer
      2015 年度科学研究費シンポジウム(大規模複雑データの理論と方法論:最前線の動向)
    • Place of Presentation
      筑波大学(茨城県・つくば市)
    • Year and Date
      2015-11-17
    • Related Report
      2015 Research-status Report
  • [Presentation] Universal Portfolios with Optimal Categorized Side Information2014

    • Author(s)
      Hiroshi Shiraishi
    • Organizer
      Kamakura Seminar
    • Place of Presentation
      KKR Kamakura Wkamiya Hotel
    • Related Report
      2013 Research-status Report
  • [Presentation] Review of Statistical Portfolio Theory2014

    • Author(s)
      Hiroshi Shiraishi
    • Organizer
      Waseda International Symposium on "Stable Process, Semimartingale, Finance & Pension Mathematics"
    • Place of Presentation
      早稲田大学西早稲田キャンパス
    • Related Report
      2013 Research-status Report
  • [Presentation] Universal Portfolios with Optimal Categorized Side Information2014

    • Author(s)
      Hiroshi Shiraishi
    • Organizer
      Nishi-Izu Seminar
    • Place of Presentation
      Fujiya Hotel
    • Related Report
      2013 Research-status Report
  • [Presentation] Universal Portfolios with Optimal Categorized Side Information2014

    • Author(s)
      Hiroshi Shiraishi
    • Organizer
      Workshop on Statistics for High-dimensional and Dependent Data
    • Place of Presentation
      R440,Astronomy & Mathematics Building, NTU (台北)
    • Related Report
      2013 Research-status Report
  • [Presentation] Shrinkage Estimation of Optimal Portfolio2012

    • Author(s)
      白石 博
    • Organizer
      2012年度科学研究費シンポジウム(統計科学における深化と横断的展開)
    • Place of Presentation
      島根県松江市 松江テルサ
    • Related Report
      2012 Research-status Report
  • [Presentation] いろいろなポートフォリオ推定理論について2012

    • Author(s)
      白石 博
    • Organizer
      早大理工学研究所プロジェクト「金融数理および年金数理研究」セミナー
    • Place of Presentation
      早稲田大学
    • Related Report
      2012 Research-status Report
  • [Presentation] Shrinkage estimation of optimal portfolio2012

    • Author(s)
      Hiroshi Shiraishi
    • Organizer
      Waseda Statistical Symposium on Time Series and Related Topics
    • Place of Presentation
      早稲田大学
    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2022-03-01  

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