With the pioneering work of [Pardoux and Peng, Syst. Contr. Lett. 14 (1990) 55-61; Pardoux and Peng, Lecture Notes in Control and Information Sciences 176 (1992) 200-217]. We have at our disposal stochastic processes which solve the so-called backward stochastic differential equations. These processes provide us with a Feynman-Kac representation for the solutions of a class of nonlinear partial differential equations (PDEs) which appear in many applications in the field of Mathematical Finance. Therefore there is a great interest among both practitioners and theoreticians to develop reliable numerical methods for their numerical resolution. In this survey, we present a number of probabilistic methods for approximating solutions of semilinear PDEs all based on the corresponding Feynman-Kac representation. We also include a general introduction to backward stochastic differential equations and their connection with PDEs and provide a generic framework that accommodates existing probabilistic algorithms and facilitates the construction of new ones.
@article{M2AN_2010__44_5_1107_0, author = {Crisan, Dan and Manolarakis, Konstantinos}, title = {Probabilistic methods for semilinear partial differential equations. Applications to finance}, journal = {ESAIM: Mathematical Modelling and Numerical Analysis - Mod\'elisation Math\'ematique et Analyse Num\'erique}, volume = {44}, year = {2010}, pages = {1107-1133}, doi = {10.1051/m2an/2010054}, mrnumber = {2731405}, zbl = {pre05798945}, language = {en}, url = {http://dml.mathdoc.fr/item/M2AN_2010__44_5_1107_0} }
Crisan, Dan; Manolarakis, Konstantinos. Probabilistic methods for semilinear partial differential equations. Applications to finance. ESAIM: Mathematical Modelling and Numerical Analysis - Modélisation Mathématique et Analyse Numérique, Tome 44 (2010) pp. 1107-1133. doi : 10.1051/m2an/2010054. http://gdmltest.u-ga.fr/item/M2AN_2010__44_5_1107_0/
[1] Error analysis of the quantization algorithm for obstacle problems. Stochastic Processes their Appl. 106 (2003) 1-40. | Zbl 1075.60523
and ,[2] A quantization algorithm for solving multi dimensional discrete-time optional stopping problems. Bernoulli 6 (2003) 1003-1049. | Zbl 1042.60021
and ,[3] Bounded solutions to backward SDE's with jumps for utility optimization and indifference pricing. Ann. Appl. Prob. 16 (2006) 2027-2054. | Zbl 1132.91457
,[4] Théorie probabiliste du contrôle des diffusions, Mem. Amer. Math. Soc. 176. Providence, Rhode Island (1973). | Zbl 0323.93046
,[5] Discrete time approximation and Monte Carlo simulation for Backward Stochastic Differential Equations. Stochastic Processes their Appl. 111 (2004) 175-206. | Zbl 1071.60059
and ,[6] On the Malliavin approach to Monte Carlo methods of conditional expectations. Financ. Stoch. 8 (2004) 45-71. | Zbl 1051.60061
, and ,[7] BSDE with quadratic growth and unbounded terminal value. Probab. Theor. Relat. Fields 136 (2006) 604-618. | Zbl 1109.60052
and ,[8] Integration of paths, geometric invariants and a generalized Baker-Hausdorff formula. Ann. Math. 65 (1957) 163-178. | Zbl 0077.25301
,[9] Second-order backward stochastic differential equations and fully non linear parabolic pdes. Commun. Pure Appl. Math. 60 (2007) 1081-1110. | Zbl 1121.60062
, , and ,[10] Numerical solution for a BSDE using the Cubature method. Preprint available at http://www2.imperial.ac.uk/ dcrisan/ (2007).
and ,[11] On the Monte Carlo simulation of BSDEs: An improvement on the Malliavin weights. Stochastic Processes their Appl. 120 (2010) 1133-1158. | Zbl 1193.65005
, and ,[12] Hedging contingent claims with constrained portfolios. Ann. Appl. Prob. 3 (1993) 652-681. | Zbl 0825.93958
and ,[13] Asset pricing with stochastic differential utility. Rev. Financ. Stud. 5 (1992) 411-436.
and ,[14] Stochastic differential utility. Econometrica 60 (1992) 353-394. | Zbl 0763.90005
and ,[15] A general result of existence and uniqueness of backward stochastic differential equations, in Backward Stochastic Differential Equations, N. El Karoui and L. Mazliak Eds., Longman (1996). | Zbl 0887.60064
and ,[16] Dynamic programming and pricing of contigent claims in incomplete markets. SIAM J. Contr. Opt. 33 (1995) 29-66. | Zbl 0831.90010
and ,[17] Non linear pricing theory and Backward Stochastic Differential Equations, in Financial Mathematics 1656, Springer (1995) 191-246. | Zbl 0904.90010
and ,[18] Reflected solutions of backward SDEs and related obstacle problems. Annals Probab. 25 (1997) 702-737. | Zbl 0899.60047
, , , and ,[19] Reflected backward SDEs and American Options, in Numerical Methods in Finance, Chris Rogers and Denis Talay Eds., Cambridge University Press, Cambridge (1997). | Zbl 0898.90033
, and ,[20] Backward Stochastic Differential Equations in finance. Mathematical Finance 7 (1997) 1-71. | Zbl 0884.90035
, and ,[21] Space-time approach to non-relativistic quantum mechanics. Rev. Mod. Phys. 20 (1948) 367-387.
,[22] Convex measures of risk and trading constraints. Financ. Stoch. 6 (2002) 429-447. | Zbl 1041.91039
and ,[23] Multidimensional Stochastic Processes as Rough Paths: Theory and applications. Cambridge studies in advanced mathematics, Cambridge University Press, Cambridge (2010). | Zbl 1193.60053
and ,[24] Error expansion for the discretization of Backward Stochastic Differential Equations. Stochastic Processes their Appl. 117 (2007) 803-829. | Zbl 1117.60058
and ,[25] A regression based Monte Carlo method to solve Backward Stochastic Differential Equations. Ann. Appl. Prob. 15 (2005) 2172-2202. | Zbl 1083.60047
, and ,[26] Rate of convergence of an empirical regression method for solving generalized backward stochastic differential equations. Bernoulli 12 (2006) 889-916. | Zbl 1136.60351
, and ,[27] Arbitrage in securities markets with short sales constraints. Mathematical Finance 5 (1995) 178-197. | Zbl 0866.90032
and ,[28] On distributions of certain Wiener functionals. Trans. Amer. Math. Soc. 65 (1949) 1-13. | Zbl 0032.03501
,[29] Brownian Motion and Stochastic Calculus. Springer Verlag, New York (1991). | Zbl 0734.60060
and ,[30] Backward Stochastic Differential Equations and Partial Differential Equations. Ann. Appl. Prob. 28 (2000) 558-602. | Zbl 1044.60045
,[31] Backward Stochastic Differential Equations with continuous coefficients. Stat. Probab. Lett. 32 (1997) 425-430. | Zbl 0904.60042
and ,[32] Valuing American options by simulation: a simple least squares approach. Rev. Financ. Stud. 14 (2001) 113-147.
and ,[33] System Control and Rough Paths. Oxford Science publication, Oxford University Press, Oxford (2002). | Zbl 1029.93001
and ,[34] Cubature on Wiener space. Proc. Royal Soc. London 468 (2004) 169-198. | Zbl 1055.60049
and ,[35] Differential Equations Driven by Rough Paths, Lecture Notes in Mathematics 1908. Springer (2004). | Zbl 1176.60002
, and ,[36] Representation theorems for Backward Stochastic Differential Equations. Ann. Appl. Prob. 12 (2002) 1390-1418. | Zbl 1017.60067
and ,[37] Representation and regularities for solutions to BSDEs with reflections. Stochastic Processes their Appl. 115 (2005) 539-569. | Zbl 1076.60049
and ,[38] Solving Forward-Backward SDEs expicitly - A four step scheme. Probab. Theor. Relat. Fields 122 (1994) 163-190.
, and ,[39] The Malliavin calculus and related topics. Springer-Verlag (1996). | Zbl 1099.60003
,[40] Adapted solution to Backward Stochastic Differential Equations. Syst. Contr. Lett. 14 (1990) 55-61. | Zbl 0692.93064
and ,[41] Backward Stochastic Differential Equations and quasi linear parabolic partial differential equations, in Lecture Notes in Control and Information Sciences 176, Springer, Berlin/Heidelberg (1992) 200-217. | Zbl 0766.60079
and ,[42] Forward-backward stochastic differential equations and quasilinear parabolic PDEs. Probab. Theor. Relat. Fields 114 (1999) 123-150. | Zbl 0943.60057
and ,[43] Backward SDEs and related g-expectations, in Pitman Research Notes in Mathematics Series 364, Longman, Harlow (1997) 141-159. | Zbl 0892.60066
,[44] Non linear expectations non linear evaluations and risk measures 1856. Springer-Verlag (2004).
,[45] Modelling derivatives pricing mechanisms with their generating functions. Preprint, arxiv:math/0605599v1 (2006).
,[46] Risk measures via g expectations. Insur. Math. Econ. 39 (2006) 19-34. | Zbl 1147.91346
,[47] Necessary conditions for optimal control of stochastic systems with random jumps. SIAM J. Contr. Opt. 32 (1994) 1447-1475. | Zbl 0922.49021
and ,[48] Some fine properties of backward stochastic differential equations. Ph.D. Thesis, Purdue University, USA (2001).
,[49] A numerical scheme for BSDEs. Ann. Appl. Prob. 14 (2004) 459-488. | Zbl 1056.60067
,