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First-passage times of two-dimensional Brownian motion

Published online by Cambridge University Press:  11 January 2017

Steven Kou*
Affiliation:
National University of Singapore
Haowen Zhong*
Affiliation:
Columbia University
*
* Postal address: Risk Management Institute and Department of Mathematics, National University of Singapore, 21 Heng Mui Keng Terrace, I3 Building 04-03, Singapore 119613. Email address: matsteve@nus.edu.sg
** Postal address: Department of Industrial Engineering and Operations Research, Columbia University, 500 West 120th Street, New York, NY 10027, USA.

Abstract

First-passage times (FPTs) of two-dimensional Brownian motion have many applications in quantitative finance. However, despite various attempts since the 1960s, there are few analytical solutions available. By solving a nonhomogeneous modified Helmholtz equation in an infinite wedge, we find analytical solutions for the Laplace transforms of FPTs; these Laplace transforms can be inverted numerically. The FPT problems lead to a class of bivariate exponential distributions which are absolute continuous but do not have the memoryless property. We also prove that the density of the absolute difference of FPTs tends to ∞ if and only if the correlation between the two Brownian motions is positive.

MSC classification

Type
Research Article
Copyright
Copyright © Applied Probability Trust 2017 

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References

[1] Abate, J. and Whitt, W. (1995). Numerical inversion of Laplace transforms of probability distributions. ORSA J. Comput. 7, 3643.CrossRefGoogle Scholar
[2] Abramowitz, M. and Stegun, I. A. (1964). Handbook of Mathematical Functions with Formulas, Graphs, and Mathematical Tables. U.S. Government Printing Office, Washington, DC.Google Scholar
[3] Ben-Avraham, D. and Fokas, A. S. (1999). The solution of the modified Helmholtz equation in a wedge and an application to diffusion-limited coalescence. Phys. Lett. A 20, 355359.CrossRefGoogle Scholar
[4] Cai, N., Kou, S. G. and Liu, Z. (2014). A two-sided Laplace inversion algorithm with computable error bounds and its applications in financial engineering. Adv. Appl. Prob. 46, 766789.CrossRefGoogle Scholar
[5] Cheng, H., Huang, J. and Leiterman, T. J. (2006). An adaptive fast solver for the modified Helmholtz equation in two dimensions. J. Comput. Phys. 211, 616637.Google Scholar
[6] Ching, W.-K., Gu, J.-W. and Zheng, H. (2014). On correlated defaults and incomplete information. Preprint. Available at https://arxiv.org/abs/1409.1393.Google Scholar
[7] Downton, F. (1970). Bivariate exponential distributions in reliability theory. J. R. Statist. Soc. B 32, 408417.Google Scholar
[8] Freund, J. E. (2006). Computing the Kontorovich–Lebedev integral transforms and their inverses. BIT 46, 971977.Google Scholar
[9] Gautschi, W. (2006). Computing the Kontorovich–Lebedev integral transforms and their inverses. BIT 46, 2140.CrossRefGoogle Scholar
[10] Giesecke, E. J. (2004). Correlated default with incomplete information. J. Banking Finance 28, 15211545.CrossRefGoogle Scholar
[11] Gumbel, E. J. (1960). Bivariate exponential distributions. J. Amer. Statist. Assoc. 55, 698707.CrossRefGoogle Scholar
[12] Haberman, R. (2004). Applied Partial Differential Equations, 4th edn. Prentice Hall, Upper Saddle River, NJ.Google Scholar
[13] Haworth, H., Reisinger, C. and Shaw, W. (2008). Modelling bonds and credit default swaps using a structural model with contagion. Quant. Finance 8, 669680.Google Scholar
[14] He, H., Keirstead, W. P. and Rebholz, J. (1998). Double lookbacks. Math. Finance 8, 201228.Google Scholar
[15] Huh, J. and Kolkiewicz, A. (2008). Computation of multivariate barrier crossing probability and its applications in credit risk models. N. Amer. Acturial J. 12, 263291.Google Scholar
[16] Iyengar, S. (1985). Hitting lines with two-dimensional Brownian motion. SIAM J. Appl. Math. 45, 983989.Google Scholar
[17] Li, L. and Linetsky, V. (2015). Discretely monitored first passage problems and barrier options: an eigenfunction expansion approach. Finance Stoch. 19, 941977.CrossRefGoogle Scholar
[18] Li, X. (2006). On solving boundary value problems of modified Helmholtz equations by plane wave functions. J. Comput. Appl. Math. 195, 6682.CrossRefGoogle Scholar
[19] Marshall, A. W. and Olkin, I. (1967). A multivariate exponential distribution. J. Amer. Statist. Assoc. 62, 3044.Google Scholar
[20] Metzler, A. (2010). On the first passage problem for correlated Brownian motion. Statist. Prob. Lett. 80, 277284.CrossRefGoogle Scholar
[21] Oberhettinger, F. (1972). Tables of Bessel Transforms. Springer, New York.CrossRefGoogle Scholar
[22] Polyanin, A. D. and Zaitsev, V. F. (1995). Handbook of Exact Solutions for Ordinary Differential Equations. CRC, Boca Raton, FL.Google Scholar
[23] Rogers, L. C. G. and Shepp, L. (2006). The correlation of the maxima of correlated Brownian motions. J. Appl. Prob. 43, 880883.Google Scholar
[24] Sacerdote, L., Tamborrino, M. and Zucca, C. (2015). First passage times of two-dimensional correlated diffusion processes: analytical and numerical methods. Preprint. Available at http://arxiv.org/abs/1212.5287.Google Scholar
[25] Shampine, L. F. (2008). Vectorized adaptive quadrature in Matlab. J. Comput. Appl. Math. 211, 131140.Google Scholar
[26] Spitzer, F. (1958). Some theorems concerning 2-dimensional Brownian motion. Trans. Amer. Math. Soc. 87, 187197.CrossRefGoogle Scholar
[27] Watson, G. N. (1944). A Treatise on the Theory of Bessel Funtions, Cambridge University Press.Google Scholar
[28] Zhou, C. (2001). An analysis of default correlations and multiple defaults. Rev. Financial Studies 14, 555576.CrossRefGoogle Scholar
[29] Kou, S. and Zhong, H. (2016). First-passage times of two-dimensional Brownian motion: online supplement. Available at http://rmi.nus.edu.sg/about-us/profile/stevenkou/stevenkou.html.Google Scholar