On the Besov regularity of periodic Levy noises

被引:17
作者
Fageot, Julien [1 ]
Unser, Michael [1 ]
Ward, John Paul [1 ]
机构
[1] Ecole Polytech Fed Lausanne, Biomed Imaging Grp, Stn 17, CH-1015 Lausanne, Switzerland
基金
欧洲研究理事会;
关键词
Levy white noise; Generalized stochastic processes; Besov spaces; Wavelet approximation; TREE APPROXIMATION; FELLER PROCESSES; SPACES; SHEETS;
D O I
10.1016/j.acha.2015.07.001
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we study the Besov regularity of Levy white noises on the d-dimensional torus. Due to their rough sample paths, the white noises that we consider are defined as generalized stochastic fields. We, initially, obtain regularity results for general Levy white noises. Then, we focus on two subclasses of noises: compound Poisson and symmetric-a-stable (including Gaussian), for which we make more precise statements. Before measuring regularity, we show that the question is well-posed; we prove that Besov spaces are in the cylindrical sigma-field of the space of generalized functions. These results pave the way to the characterization of the n-term wavelet approximation properties of stochastic processes. (C) 2015 Elsevier Inc. All rights reserved.
引用
收藏
页码:21 / 36
页数:16
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