A WIENER-HOPF MONTE CARLO SIMULATION TECHNIQUE FOR LEVY PROCESSES

被引:47
作者
Kuznetsov, A. [1 ]
Kyprianou, A. E. [2 ]
Pardo, J. C. [3 ]
van Schaik, K. [2 ]
机构
[1] York Univ, Dept Math & Stat, N York, ON M3J 1P3, Canada
[2] Univ Bath, Dept Math Sci, Bath BA2 7AY, Avon, England
[3] Ctr Invest Matemat, Guanajuato 36240, Mexico
基金
加拿大自然科学与工程研究理事会; 英国工程与自然科学研究理事会;
关键词
Levy processes; exotic option pricing; Wiener-Hopf factorization; 1ST;
D O I
10.1214/10-AAP746
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We develop a completely new and straightforward method for simulating the joint law of the position and running maximum at a fixed time of a general Levy process with a view to application in insurance and financial mathematics. Although different, our method takes lessons from Carr's so-called "Canadization" technique as well as Doney's method of stochastic bounds for Levy processes; see Carr [Rev. Fin. Studies 11 (1998) 597-626] and Doney [Ann. Probab. 32 (2004) 1545-1552]. We rely fundamentally on the Wiener-Hopf decomposition for Levy processes as well as taking advantage of recent developments in factorization techniques of the latter theory due to Vigon [Simplifiez vos Levy en titillant la factorization de Wiener-Hopf (2002) Laboratoire de Mathematiques de L'INSA de Rouen] and Kuznetsov [Ann. Appl. Probab. 20 (2010) 1801-1830]. We illustrate our Wiener-Hopf Monte Carlo method on a number of different processes, including a new family of Levy processes called hypergeometric Levy processes. Moreover, we illustrate the robustness of working with a Wiener-Hopf decomposition with two extensions. The first extension shows that if one can successfully simulate for a given Levy processes then one can successfully simulate for any independent sum of the latter process and a compound Poisson process. The second extension illustrates how one may produce a straightforward approximation for simulating the two-sided exit problem.
引用
收藏
页码:2171 / 2190
页数:20
相关论文
共 22 条
[1]   Some remarks on first passage of Levy processes, the American put and pasting principles [J].
Alili, L ;
Kyprianou, AE .
ANNALS OF APPLIED PROBABILITY, 2005, 15 (03) :2062-2080
[2]  
[Anonymous], 2003, LEVY PROCESSES FINAN
[3]  
[Anonymous], 2007, TABLE INTEGRALS SERI
[4]  
[Anonymous], 2006, INTRO LECT FLUCTUATI
[5]  
Bertoin J, 1997, B SCI MATH, V121, P345
[6]  
Bertoin J., 1996, Cambridge Tracts in Mathematics, V121
[7]  
Boyarchenko SI, 2002, Advanced Series on Statistical Science & Applied Probability, V9
[8]  
Caballero ME, 2010, PROBAB MATH STAT-POL, V30, P1
[9]   Explicit identities for Levy processes associated to symmetric stable processes [J].
Caballero, M. E. ;
Pardo, J. C. ;
Perez, J. L. .
BERNOULLI, 2011, 17 (01) :34-59
[10]   Randomization and the American put [J].
Carr, P .
REVIEW OF FINANCIAL STUDIES, 1998, 11 (03) :597-626