Functional quantization rate and mean regularity of processes with an application to Levy processes

被引:25
作者
Luschgy, Harald [1 ]
Pages, Gilles [2 ]
机构
[1] Univ Trier, FB Math 4, D-54286 Trier, Germany
[2] Univ Paris 06, Lab Probabilites & Modeles Aleatoires, CASE 188, UMR 7599, F-75252 Paris 5, France
关键词
functional quantization; Gaussian process; haar basis; Levy process; Poisson process;
D O I
10.1214/07-AAP459
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 investigate the connections between the mean pathwise regularity of stochastic processes and their L-r(P)-functional quantization rates as random variables taking values in some L-p ([0, T], dt)-spaces (0 < p <= r). Our main tool is the Haar basis. We then emphasize that the derived functional quantization rate may be optimal (e.g., for Brownian motion or symmetric stable processes) so that the rate is optimal as a universal upper bound. As a first application, we establish the 0((Iog N)(-1/2)) upper bound for general It<(O)over cap> processes which include multidimensional diffusions. Then, we focus on the specific family of Levy processes for which we derive a general quantization rate based on the regular variation properties of its Levy measure at 0. The case of compound Poisson processes, which appear as degenerate in the former approach, is studied specifically: we observe some rates which are between the finite-dimensional and infinite-dimensional "usual" rates.
引用
收藏
页码:427 / 469
页数:43
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