Comparison of Price Simulation of European Lookback Option and Discrete Asian Option
DOI:
https://doi.org/10.54097/xmykwg83Keywords:
Monte Carlo Method, Binary Tree Model, Option Pricing, Financial Mathematics.Abstract
As a matter of fact, this study focuses on the comparison of European Lookback Option and Discrete Asian option based on Monte Carlo Method and Binary Tree model. In the first step, options and methods are introduced, together with their mathematical principles and expressions. Next, parameters used are provided, including ideal condition and historic data of Unilever. Simulations are made and price gap and price distribution are discussed. Then, sensitive researches are done through changing volatility and strike price. The relationship among price gaps method and the principles of the method has also been taken into consideration. It is found that price trend based on Monte Carlo Method is linear-like while price based on Binary Tree Model is exponential-like. Price gap keeps gradually increasing, which is due to characteristics of the method. Moreover, for a given and fixed volatility, the higher the strike price, the lower the price simulated and vice versa, this is explained mathematically. Finally, limitations, future outlooks and conclusions are made.
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References
Poitras, G.: The early history of option contracts. In Vinzenz Bronzin’s option pricing models: Exposition and appraisal (pp. 487 - 518). Berlin, Heidelberg: Springer Berlin Heidelberg (2009).
Haug, E. G.: The history of option pricing and hedging. In Vinzenz Bronzin’s Option Pricing Models: Exposition and Appraisal (pp. 471 - 486). Berlin, Heidelberg: Springer Berlin Heidelberg (2009).
Poitras, G.: From Antwerp to Chicago: the History of Exchange Traded Derivative Security Contracts. Revue d'Histoire des Sciences Humaines, 20, 11 - 50 (2009).
Pistorius, T.: The History of Investment Theory. In: Heterodox Investment Theory. Palgrave Macmillan, Cham (2017).
Hull, J. C.: Options futures and other derivatives. Pearson Education India (2003).
El Karoui, N., Parent, A., Pradier, P. C.: Louis Bachelier's Théorie de la spéculation: The missing piece in Walras' general equilibrium. Documents de travail du Centre d'Économie de la Sorbonne (2022).
Black, F., Scholes, M.: The pricing of options and corporate liabilities. Journal of political economy, 81 (3), 637 - 654 (1973).
Shreve, S. E.: Stochastic calculus for finance II: Continuous-time models (Vol. 11). New York: springer (2004).
Oksendal, B.: Stochastic differential equations: an introduction with applications. Springer Science & Business Media (2013).
Dunn, W. L., Shultis, J. K.: Exploring monte carlo methods. Elsevier (2022).
Li, X.: Research on the Pricing of Geometric Average Asian Options (Master's Thesis, Central China Normal University) (2008).
Li, X.: Pricing Research on European Options and Arithmetic Average Asian Options (Master's Thesis, Shandong University) (2022).
London stock exchange, Retrieved from: https://www.londonstockexchange.com/indices/ftse-100/constituents/table.
EUrex, Retrieved from: https: //www.eurex.com/ex-en/markets/equ/opt/Unilever-948342.
Reynaerts, H., Vanmaele, M., Dhaene, J., Deelstra, G.: Bounds for the price of a European-style Asian option in a binary tree model. European Journal of Operational Research, 168 (2), 322 - 332 (2006).
Baltas, N., Salinas, G.: Cross-asset skew. The Journal of Portfolio Management, 48 (4), 194 - 219 (2022).
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