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The option hedge which used the simulation and the optimization technique for the property to use operation and the neural net work

Research Project

Project/Area Number 09650078
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Engineering fundamentals
Research InstitutionTokyo Institute of Technology

Principal Investigator

SHIRAKAWA Hiroshi  Tokyo Institute of Technology, Department of Industrial Engineering and Management, Associate Professor (10216187)

Co-Investigator(Kenkyū-buntansha) KONNO Hiroshi  TOKYO INSTITUTE OF TECHNOLOGY, Department of Industrial Engineering and Management, Professor (10015969)
SUZUKI Keniti  Tohoku University, Faculty of Economics, Associate (30262306)
Project Period (FY) 1997 – 1998
Project Status Completed (Fiscal Year 1998)
Budget Amount *help
¥3,300,000 (Direct Cost: ¥3,300,000)
Fiscal Year 1998: ¥1,400,000 (Direct Cost: ¥1,400,000)
Fiscal Year 1997: ¥1,900,000 (Direct Cost: ¥1,900,000)
KeywordsSimulation / Universal portfolio / Expectational growth rate aximization / Neural net work / Blach-Scholes type / Reproduction of option / Delia hedge / Call option
Research Abstract

In this research, it researched concerning the option hedge which used the simulation and the optimization technique for the property to use operation and the neural net work. The achieved concrete result is as follows.
1) Presuming the best strategy in the meaning which maximized the expectational growth rate became possible by the universal portfolio selection strategy which changed the weight putting in proportion to the goodness of a past performance.
2) When the universal portfolio strategy was done in the security market in the United States, being able to construct the portfolio that the performance or more is good in the meaning of the growth rate compared with the target portfolio optimization strategy after the fact at. the time of mere became clear.
3) The approach of the backing test which decided the policy of the asset management was able to clarify a theoretical condition that settling to the optimum solution is guaranteed by maximizing the asset management of each sample b … More y using a so-called, past data.
4) It thought about the evaluation type which generalized the Braccshorlz type, and the study possibility by the neural net work was examined. Consequently, being able to study the call option evaluation type of Braccshulztaip even by some accuracy by giving enough teacher data became clear. Moreover, the possibility of the option reproduction with the delta hedge is considered. Especially, if the teacher input data of the option price corresponding to stock prices of a wide cooking stove was obtained, it turned out to be able to study the delta function (for Catayobi) enough.
5) The Corlopshoshi evaluation type was studied based on the option price had dealings in the market, and whether the option price type presumed from the market data with the delta hedge was an evaluation type with the rationality was corrected in. If the generalization evaluation type of Braccshulz was made a starting point as a result, it was able to be proven that a very reasonable evaluation type was studied. Less

Report

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

    (39 results)

All 1999 1998 1997 Other

All Journal Article (20 results) Publications (19 results)

  • [Journal Article] Evaluation of Yield Spread for Credit Risk1999

    • Author(s)
      Hiroshi SHIRAKAWA
    • Journal Title

      Advances inMathematical Economics 1

      Pages: 83-97

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Journal Article] The optimal log-utility asset managemant under incomplete information1999

    • Author(s)
      H. Ishijima, H. Shirakawa
    • Journal Title

      Asia-Pacific financial Markets (To appear)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Journal Article] Mean-Absolute Deviation Portfolio Optimization Model under Transaction costs1999

    • Author(s)
      Konnno, H., Wijayonayake, A.
    • Journal Title

      J. of the Operations Research Society of Japan 44

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Journal Article] Evaluation of Yield Spread for Credit Risk1999

    • Author(s)
      Hiroshi SHIRAKAWA
    • Journal Title

      Advances in Mathematical Economics 1

      Pages: 83-97

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Journal Article] The optimal log-utilityasset managemant under incomplete information1999

    • Author(s)
      H. Ishijima, H. Shirakawa
    • Journal Title

      (To appear in Asia-Pacific financial Markets)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Journal Article] Mean-Absolute Deviation Portfolip Optimization Model under Transaction costs1999

    • Author(s)
      Konnno, H., Wijayonayake, A
    • Journal Title

      J. of the Operations Research Society of Japan 44

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Journal Article] An Internationally Diversified Investment Using a Stoch-Bond Integrated Model1998

    • Author(s)
      Hiroshi Konno
    • Journal Title

      International J. of Theoretical and applied Finace 1

      Pages: 1-12

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Journal Article] A Branch and Bound Algorithm for Solving Mean-Risk-Skewness Portfolio Models1998

    • Author(s)
      Konno, H
    • Journal Title

      Optimization Methods and Softwares 10

      Pages: 297-317

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Journal Article] An Internationally Diversified Investment Using a Stoch-Bond Integrated Model1998

    • Author(s)
      Hroshi Konno
    • Journal Title

      International J. of Theoretical and applied Finace 1

      Pages: 1-12

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Journal Article] Stochastic Analvsis of Continuous Time Universal Porfolio1997

    • Author(s)
      Hiroshi SHIRAKAWA
    • Journal Title

      Department of Industrial Engineering and Management 9

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Journal Article] International Term structure Model and Its Application to the Currency Option Pricing1997

    • Author(s)
      Hiroshi SHIRAKAWA
    • Journal Title

      Departmnent of Industrial Engineering and Management 13

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Journal Article] Dynamic Portfolio Selection with Proportional Transaction Costs1997

    • Author(s)
      Hiroshi SHIRAKAWA
    • Journal Title

      Department of Industrial Engineering and Management 14

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Journal Article] Convex structure of the constrained Least Square Problem1997

    • Author(s)
      Hiroshi Konno
    • Journal Title

      Financial Engineering and Japanese Markets 4

      Pages: 179-185

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Journal Article] An Integrated Stoch-Bond Portfolio Optimization Model1997

    • Author(s)
      Hiroshi Konno
    • Journal Title

      J. of Economic Dynamics and Control 21

      Pages: 1227-1244

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Journal Article] An International Portfolio Optimization Model Hedged with forwardCurrency Contacts1997

    • Author(s)
      Hiroshi Konno
    • Journal Title

      Financial engineering and Japanese Markets 4

      Pages: 275-286

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Journal Article] The Relation Between Investor's Expectation and the Asset Price in the Mean-Variance Market1997

    • Author(s)
      Hiroshi Konno
    • Journal Title

      J. of the Operations Research Society of Japan

      Pages: 579-589

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Journal Article] Stochastic Analysis of. Continuous Time Universal Porfolio1997

    • Author(s)
      Hiroshi SHIRAKAWA
    • Journal Title

      Department of Industrial Engineering and Management 9

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Journal Article] International Term Structure and Its Application to the Currency Option Pricing1997

    • Author(s)
      Hiroshi SHIRAKAWA
    • Journal Title

      Department of Industrial Engineering and Model Management 13

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Journal Article] Dynamic Portfolio Selection Proportional Transaction Costs1997

    • Author(s)
      Hiroshi SHIRAKAWA
    • Journal Title

      Department of Industrial Engineering and with Management 14

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Journal Article] An International Portfolio Optimizati. on Model Hedged with forward Currency Contacts1997

    • Author(s)
      Hiroshi Konno
    • Journal Title

      Financial engineering and Japanese Markets 4

      Pages: 275-286

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Hiroshi.SHIRAKAWA: "Evaluation of Yield Spread for Credit Risk" Advances in Mathematical Economics 1. 83-97 (1999)

    • Related Report
      1998 Annual Research Report
  • [Publications] Hiroshi.SHIRAKAWA: "Stochastic Analvsis of Continuous Time Universal Portfolio" Department of Industrial Engineering and Management. 9. (1997)

    • Related Report
      1998 Annual Research Report
  • [Publications] Hiroshi.SHIRAKAWA: Department of Industrial Engineering and management. 13. (1997)

    • Related Report
      1998 Annual Research Report
  • [Publications] Hiroshi.SHIRAKAWA: "Dynamic Portfolio Selection with Proportional Transaction Costs" Department of Industrial Engineering and Management. 14. (1997)

    • Related Report
      1998 Annual Research Report
  • [Publications] H.Ishijima.and H.Shirakawa: "The optimal log-utility asset management under incomplete information" To appear in Asia-Pacific financial Markets. (1999)

    • Related Report
      1998 Annual Research Report
  • [Publications] Hiroshi Konno: "Convex structure of the Constrained Least Square Problem" Financial Engineering and Japanese Markets. 4. 179-185 (1997)

    • Related Report
      1998 Annual Research Report
  • [Publications] Hiroshi Konno: "An Integrated Stock-Bond Portfolio Optimization Model" J.of Economic Dynamics and Control. 21. 1227-1244 (1997)

    • Related Report
      1998 Annual Research Report
  • [Publications] Hiroshi Konno: "An International Portfolio Optimization Model Hedged with forward Currency Contracts" Financial engineering and Japanese Markets. 4. 275-286 (1997)

    • Related Report
      1998 Annual Research Report
  • [Publications] Hiroshi Konno: "The Relation Between investor's Expectation and the Asset Price in the Mean-Variance Market" J.of the Operations Research Society of Japan. 579-589 (1997)

    • Related Report
      1998 Annual Research Report
  • [Publications] Hiroshi Konno: "An Internationally Diversified Investment Using a Stock-Bond Integrated Model" International J.of Theoretical and applied Finance. 1. 1-12 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Konno,H.and Wijayonayake,A.: "Mean-Absolute Deviation Portfolio Optimization Model Under Transaction costs" J.of the Operations Research Society of Japan. 44. (1999)

    • Related Report
      1998 Annual Research Report
  • [Publications] Konno,H.,: "A Branch and Bound Algorithm for Solving Mean-Risk-Skewness Portfolio Models" Optimization Methods and Softwares,. 10. 297-317 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 白川 浩: "ファイナンスハンドブック(第7章の翻訳分担)" 朝倉書店, 20 (1997)

    • Related Report
      1998 Annual Research Report
  • [Publications] 今野 浩: "理財工学II" 数理計画性による資産運用最適化, (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Hiroshi.SHIRAKAWA: "Evaluation of Yield Spread for Credit Risk" Department of Industrial Engineering and Management. 8. (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Hiroshi.SHIRAKAWA: "Stochastic Analvsis of Continuous Time Universal Portfolio" Department of Industrial Engineering and Management. 9. (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Hiroshi.SHIRAKAWA: "International Term Structure Model and Its Application to the Currency Option Pricing" Department of Industrial Engineering and Management. 13. (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Hiroshi.SHIRAKAWA: "Dynamic Portfolio Selection with Proportional Transaction Costs" Department of Industrial Engineering and Management. 14. (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 白川 浩: "ファイナンスハンドブック(第7章の翻訳分担)" 朝倉書店, 20 (1997)

    • Related Report
      1997 Annual Research Report

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Published: 1997-04-01   Modified: 2016-04-21  

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