Application of the Monte Carlo Method to Pricing Lookback Fixed Option with Stochastic Volatility

Options are a derivative product that trades the right to call and put on an asset at a certain price and during an agreed time. Determining the optimal option price is often difficult due to changes in stock prices. One model that can be used to calculate the price of Lookback Fixed options is the Monte Carlo Method with stochastic volatility of the Heston model, with parameter estimation using Ordinary Least Squares (OLS), and Euer-Maruyama and calculation of the effect of initial stock price, strike, and maturity time. The estimated stock price is then used to calculate the Lookback Fixed option price using the Monte Carlo method. The research results obtained good results with a fairly small error rate. In addition, the analysis of the effect of strike price, strike, and maturity time shows results consistent with option pricing theory.

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Publication Details

Journal
Indonesian Journal of Computational and Applied Mathematics
Published
2025-02-20
DOI
https://doi.org/10.64182/indocam.v1i1.6
Primary Topic
Management and Optimization Techniques
Type
article
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article

Application of the Monte Carlo Method to Pricing Lookback Fixed Option with Stochastic Volatility

Emli Rahmi, Lailany Yahya, Sri Amalia Hidayanti
Indonesian Journal of Computational and Applied Mathematics
Management and Optimization Techniques
article

Application of the Monte Carlo Method to Pricing Lookback Fixed Option with Stochastic Volatility

Emli Rahmi, Lailany Yahya, Sri Amalia Hidayanti
article en

Abstract

Options are a derivative product that trades the right to call and put on an asset at a certain price and during an agreed time. Determining the optimal option price is often difficult due to changes in stock prices. One model that can be used to calculate the price of Lookback Fixed options is the Monte Carlo Method with stochastic volatility of the Heston model, with parameter estimation using Ordinary Least Squares (OLS), and Euer-Maruyama and calculation of the effect of initial stock price, strike, and maturity time. The estimated stock price is then used to calculate the Lookback Fixed option price using the Monte Carlo method. The research results obtained good results with a fairly small error rate. In addition, the analysis of the effect of strike price, strike, and maturity time shows results consistent with option pricing theory.

Indonesian Journal of Computational and Applied MathematicsVol. 1(1)
State University of Gorontalo (ID)
Decent work and economic growth
Openalex Percentile: Top 79%
Management and Optimization Techniques
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