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Stock Price Simulation Using Bootstrap and Monte Carlo

Stock Price Simulation Using Bootstrap and Monte Carlo AbstractIn this paper, an attempt is made to assessment and comparison of bootstrap experiment and Monte Carlo experiment for stock price simulation. Since the stock price evolution in the future is extremely important for the investors, there is the attempt to find the best method how to determine the future stock price of BNP Paribas′ bank. The aim of the paper is define the value of the European and Asian option on BNP Paribas′ stock at the maturity date. There are employed four different methods for the simulation. First method is bootstrap experiment with homoscedastic error term, second method is blocked bootstrap experiment with heteroscedastic error term, third method is Monte Carlo simulation with heteroscedastic error term and the last method is Monte Carlo simulation with homoscedastic error term. In the last method there is necessary to model the volatility using econometric GARCH model. The main purpose of the paper is to compare the mentioned methods and select the most reliable. The difference between classical European option and exotic Asian option based on the experiment results is the next aim of tis paper. http://www.deepdyve.com/assets/images/DeepDyve-Logo-lg.png Scientific Annals of Economics and Business de Gruyter

Stock Price Simulation Using Bootstrap and Monte Carlo

Pažický, Martin
Scientific Annals of Economics and Business , Volume 64 (2): 16 – Jun 27, 2017
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16 pages

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Publisher
de Gruyter
Copyright
© 2017
eISSN
2501-3165
DOI
10.1515/saeb-2017-0010
Publisher site
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Abstract

AbstractIn this paper, an attempt is made to assessment and comparison of bootstrap experiment and Monte Carlo experiment for stock price simulation. Since the stock price evolution in the future is extremely important for the investors, there is the attempt to find the best method how to determine the future stock price of BNP Paribas′ bank. The aim of the paper is define the value of the European and Asian option on BNP Paribas′ stock at the maturity date. There are employed four different methods for the simulation. First method is bootstrap experiment with homoscedastic error term, second method is blocked bootstrap experiment with heteroscedastic error term, third method is Monte Carlo simulation with heteroscedastic error term and the last method is Monte Carlo simulation with homoscedastic error term. In the last method there is necessary to model the volatility using econometric GARCH model. The main purpose of the paper is to compare the mentioned methods and select the most reliable. The difference between classical European option and exotic Asian option based on the experiment results is the next aim of tis paper.

Journal

Scientific Annals of Economics and Business – de Gruyter

Published: Jun 27, 2017

References

  • The identification of key market risk factors for a portfolio of EU bonds Global business and economics anthology
    Bohdalová
  • Consumption aggregate wealth and expected stock returns The of
    Lettau
  • Simulations of the correlated financial risk factors of Mathematics
    Bohdalová
  • Statistical in Financial Services Dissertation Comenius University
    Bohdalová
  • Guide to rd ed Sussex
    Verbeek
  • The global case for strategic asset allocation Vanguard research paper https institutional vanguard com iam pdf VIPS global case pdf
    Wallick
  • Real - time price discovery in global stock bond and foreign exchange markets Board of Governors of the Federal Reserve System
    Andersen
  • Basic th ed
    Gujarati
  • Bootstrap Analysis of Designed Experiments Quality and http dx doi org
    Kenett
  • Bootstrap Analysis of Designed Experiments Quality and http dx doi org
    Kenett
  • Stochastic Analysis of the Financial Markets Comenius University
    Bohdalová
  • of Financial Markets Verlag http dx org
    Franke
  • How the bank is driving change Report https group bnpparibas uploads file bnpp ra en pdf
    Paribas
  • Consumption aggregate wealth and expected stock returns The of
    Lettau
  • yield spreads in the Eurozone ştiinţifice ale din economice Scientific Annals of the Alexandru Ioan Cuza University of Economic http dx doi org
    Proksová
  • The global case for strategic asset allocation Vanguard research paper https institutional vanguard com iam pdf VIPS global case pdf
    Wallick
  • Bank Investment Management Time varying expected returns and investor heterogeneity : foundations for rebalancing NBIM Discussion Note www nbim no globalassets documents dicussion paper discussionnote pdf
    Nnorges
  • Bank Investment Management a Economic Equity Returns NBIM Discussion Note https www nbim no globalassets documents dicussionpaper discussionnote final pdf
    Nnorges
  • Bank Investment Management a Economic Equity Returns NBIM Discussion Note https www nbim no globalassets documents dicussionpaper discussionnote final pdf
    Nnorges
  • Real - time price discovery in global stock bond and foreign exchange markets Board of Governors of the Federal Reserve System
    Andersen
  • of Financial Markets Verlag http dx org
    Franke
  • California from http finance yahoo com quote BNP history period period interval filter history frequency
    Financeyahoo
  • Bank Investment Management Time varying expected returns and investor heterogeneity : foundations for rebalancing NBIM Discussion Note www nbim no globalassets documents dicussion paper discussionnote pdf
    Nnorges
  • of Financial Time Series rd ed Chicago http dx org
    Tsay
  • Guide to rd ed Sussex
    Verbeek
  • The identification of key market risk factors for a portfolio of EU bonds Global business and economics anthology
    Bohdalová
  • Finding fair value in global equities : Part II - Forecasting returns of http www iijournals com doi pdfplus
    Daly
  • Stock returns and expected business conditions Half a century of direct evidence http www ssc upenn edu fdiebold papers paper cd a pdf
    Campbell
  • Simulations of the correlated financial risk factors of Mathematics
    Bohdalová
  • Bank for International Settlements derivatives at end Statistical release http www bis org publ otc hy pdf
    June
  • of Financial Time Series rd ed Chicago http dx org
    Tsay
  • How the bank is driving change Report https group bnpparibas uploads file bnpp ra en pdf
    Paribas
  • yield spreads in the Eurozone ştiinţifice ale din economice Scientific Annals of the Alexandru Ioan Cuza University of Economic http dx doi org
    Proksová
  • Basic th ed
    Gujarati
  • California from http finance yahoo com quote BNP history period period interval filter history frequency
    Financeyahoo
  • Bank for International Settlements derivatives at end Statistical release http www bis org publ otc hy pdf
    June
  • Statistical in Financial Services Dissertation Comenius University
    Bohdalová
  • The hidden driver of GEM Deutsche Bank Global Markets Research
    Smith
  • Stochastic Analysis of the Financial Markets Comenius University
    Bohdalová
  • Finding fair value in global equities : Part II - Forecasting returns of http www iijournals com doi pdfplus
    Daly
  • The hidden driver of GEM Deutsche Bank Global Markets Research
    Smith
  • Stock returns and expected business conditions Half a century of direct evidence http www ssc upenn edu fdiebold papers paper cd a pdf
    Campbell