Integration by parts formula for locally smooth laws and applications to sensitivity computations

被引:24
作者
Bally, Vlad
Bavouzet, Marie-Pierre
Messaoud, Marouen
机构
[1] Univ Marne La Vallee, Lab Anal & Math Appl, UMR 8050, F-77545 Champs Sur Marne 2, France
[2] INRIA Rocquencourt, Domaine Voluceau Rocquencourt, Projet MATHFI, F-78150 Le Chesnay, France
[3] IXIS, F-75648 Paris 13, France
关键词
Malliavin calculus; pure jump diffusions; sensitivity analysis; Monte Carlo algorithm; European call and digital options;
D O I
10.1214/105051606000000592
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 consider random variables of the form F = f(V-1,..., V-n), where f is a smooth function and Vi, i EN, are random variables with absolutely continuous law p(i) (y) dy. We assume that p(i), i = 1,..., n, are piecewise differentiable and we develop a differential calculus of Malliavin type based on a In pi. This allows us to establish an integration by parts formula E(delta i phi(F)G) = E(phi(F)H-i(F, G)), where H-i(F, G) is a random variable constructed using the differential operators acting on F and G. We use this formula in order to give numerical algorithms for sensitivity computations in a model driven by a Levy process.
引用
收藏
页码:33 / 66
页数:34
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