Error analysis of the optimal quantization algorithm for obstacle problems

被引:61
|
作者
Bally, V
Pagès, G
机构
[1] Univ Maine, Lab Stat & Proc, F-72001 Le Mans, France
[2] INRIA Rocquencourt, F-78157 Le Chesnay, France
[3] Univ Paris 06, UMR 7599, Lab Probabilites & Modeles Aleatoires, F-75252 Paris, France
关键词
numerical probability; optimal stopping; snell envelope; optimal quantization of random variables; reflected backward stochastic differential equation; American option pricing;
D O I
10.1016/S0304-4149(03)00026-7
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
In the paper Bally and Pages (2000) an algorithm based on an optimal discrete quantization tree is designed to compute the solution of multi-dimensional obstacle problems for homogeneous R-d-valued Markov chains (X-k)0less than or equal tokless than or equal ton. This tree is made up with the (optimal) quantization grids of every X-k. Then a dynamic programming formula is naturally designed on it. The pricing of multi-asset American style vanilla options is a typical example of such problems. The first part of this paper is devoted to the analysis of the L-P-error induced by the quantization procedure. A second part deals with the analysis of the statistical error induced by the Monte Carlo estimation of the transition weights of the quantization tree. (C) 2003 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:1 / 40
页数:40
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