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Studies on the accuracy of numerical algorithms used in financial engineering

Research Project

Project/Area Number 16510110
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Social systems engineering/Safety system
Research InstitutionNational Graduate Institute for Policy Studies

Principal Investigator

MOROHOSI Hozumi  National Graduate Institute for Policy Studies, Graduate School of Policy Studies, Associate Professor, 政策研究科, 准教授 (10272387)

Co-Investigator(Kenkyū-buntansha) FUSHIMI Masanori  Nanzan University, Department of Mathematical Informatics, Professor, 数理情報学部, 教授 (70008639)
Project Period (FY) 2004 – 2006
Project Status Completed (Fiscal Year 2006)
Budget Amount *help
¥4,000,000 (Direct Cost: ¥4,000,000)
Fiscal Year 2006: ¥1,200,000 (Direct Cost: ¥1,200,000)
Fiscal Year 2005: ¥1,500,000 (Direct Cost: ¥1,500,000)
Fiscal Year 2004: ¥1,300,000 (Direct Cost: ¥1,300,000)
KeywordsFinancial Engineering / Monte Carlo Method / Simulation / Numerical Algorithm / 数値計算
Research Abstract

We investigated the difference between computed option prices of discrete and continuous time models. Not a few algorithms for computing option price are proposed in the decade. It is in their nature to be in the form of discrete time setting, as is rarely recognized in many financial engineers. First we checked the difference between the analytic solution of continuous time barrier options price and their discrete time version price that are computed by Monte Carlo simulation. The computational comparison showed the difference is significant and cannot be removed by increasing the time steps. This result also indicate that the approximation by continuous time model to discrete time model in option pricing problem may have a serious defect in its accuracy. Then we experimented Kou's continuous correction method for barrier options. It showed great improvement of analytic solution for continuous time models for the approximation of discrete time models, and in some cases lost its superiority.
Second we investigated the exercise boundary of American options. Several asymptotic expansion approximations and a numerical approximation method are compared. It was proved that asymptotic expansion approximations do not give good approximation for the exercise boundary in whole option alive time, although they have high accuracy in very short time near to the expiry. Comparison of discrete time model and continuous time model offers the observation that discrete boundary is shifted into continuation region of the American option from continuous boundary. This result is in consistent with barrier options study in discrete and continuous time setting.

Report

(4 results)
  • 2006 Annual Research Report   Final Research Report Summary
  • 2005 Annual Research Report
  • 2004 Annual Research Report
  • Research Products

    (7 results)

All 2006 2005 2004

All Journal Article (7 results)

  • [Journal Article] 自由における電力価格と金融工学の応用2006

    • Author(s)
      諸星穂積
    • Journal Title

      公共政策評価の理論と実際(大山達雄編著)(現代図書)

      Pages: 515-525

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Notes on the application of randomized quasi-Monte Carlo methods to financial engineering problem2005

    • Author(s)
      Hozumi Morohosi
    • Journal Title

      Operations Research and its Application

      Pages: 80-91

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Notes on the application of randomized quasi-Monte Carlo methods to financial engineering problem2005

    • Author(s)
      Hozumi Morohosi, Masanori Fushimi
    • Journal Title

      Operations Research and its Applications (World Publishing Corporation)

      Pages: 80-91

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Notes on the application of randomized quasi-Monte Carlo methods to financial engineering problems2005

    • Author(s)
      Hozumi Morohosi, Masanori Fushimi
    • Journal Title

      Operations Research and its Applications, Fifth International Symposium, ISORA ' 05.

      Pages: 80-91

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 離散時刻モデルにおけるバリアオプション評価の問題について2004

    • Author(s)
      諸星穂積
    • Journal Title

      日本OR学会2004年秋季研究発表会アブストラクト集

      Pages: 142-143

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] On the valuation of barrier options in discrete time model2004

    • Author(s)
      Hozumi Morohosi, Masanori Fushimi
    • Journal Title

      Abstracts of Annual meeting of Operations Research Society Japan

      Pages: 142-143

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 離散時刻モデルにおけるバリアオプション評価の問題について2004

    • Author(s)
      諸星穂積, 伏見正則
    • Journal Title

      日本OR学会2004年秋季研究発表会アブストラクト集

      Pages: 142-143

    • Related Report
      2004 Annual Research Report

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Published: 2004-04-01   Modified: 2016-04-21  

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