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Constrained Wiener Processes and Their Financial Applications
Monash University, Melbourne, Australia
- 1 Monash University, Melbourne, Australia
Journal of Mathematical Finance·Volume 08 (2018)·Pages 690–709·Published 29 September 2018·DOI10.4236/jmf.2018.84043
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Abstract
The extrema of Wiener processes are relevant to the pricing of so-called exotic options, which have many financial applications. The probability densities of such extrema are well known for one dimensional Wiener processes. We employ elementary methods to derive analytical expressions for the densities for multidimensional Wiener processes, with multiple extrema. These take the form of (possibly infinite) series expansions of Gaussian densities. This is undertaken using the characterization of the Wiener process by the heat equation, a well known connection in mathematical physics.
KeywordsWiener ProcessExotic OptionsMethod of ImagesHeat Equation
- Doob, J.L. (1955) A Probability Approach to the Heat Equation. Transactions of the American Mathematical Society, 216-280. https://doi.org/10.1090/S0002-9947-1955-0079376-0
- Buchen, P. and Konstandatos, O. (2009) A New Approach to Pricing Double-Barrier Options. Applied Mathematical Finance, 16, 497-515. https://doi.org/10.1080/13504860903075480
- Marchetti, D. and da Silva, R. (1999) Brownian Motion Limit of Random Walks in Symmetric Nonhomogeneous Media. Brazilian Journal of Physics.
- Sommerfeld, A. (1949) Partial Differential Equations. Academic Press.
- Bluman, G.W. and Cole, J. (1969) The General Similarity Solution of the Heat Equation. Journal of Mathematics and Mechanics, 18.
- Freedman, D. (1983) Brownian Motion and Diffusion. Springer Verlag. https://doi.org/10.1007/978-1-4615-6574-1
- Dym, H. and McKean, H.P. (1972) Fourier Series and Integrals. Academic Press.
- Coxeter, H. (1935) The Complete Enumeration of Finite Groups of the Form. Journal of the London Mathematical Society, s1-10.
- Muirhead, S. (2011) Pricing Multi-Asset Barrier Options Using the Generalised Reflection Principle. Master’s Thesis, Mathematics and Statistics, University of Melbourne.
- Shepp, L.A. (1979) The Joint Density of the Maximum and Its Location for a Wiener Process with Drift. Journal of Applied Probability, 16.
- Trading Economics Group. Steel. https://tradingeconomics.com/analytics/features.aspx?source=/commodity/steel