On the Wiener chaos expansion of the signature of a Gaussian process

IF 1.5 1区 数学 Q2 STATISTICS & PROBABILITY
Thomas Cass, Emilio Ferrucci
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引用次数: 0

Abstract

We compute the Wiener chaos decomposition of the signature for a class of Gaussian processes, which contains fractional Brownian motion (fBm) with Hurst parameter \(H \in (1/4,1)\). At level 0, our result yields an expression for the expected signature of such processes, which determines their law (Chevyrev and Lyons in Ann Probab 44(6):4049–4082, 2016). In particular, this formula simultaneously extends both the one for \(1/2 < H\)-fBm (Baudoin and Coutin in Stochast Process Appl 117(5):550–574, 2007) and the one for Brownian motion (\(H = 1/2\)) (Fawcett 2003), to the general case \(H > 1/4\), thereby resolving an established open problem. Other processes studied include continuous and centred Gaussian semimartingales.

Abstract Image

论高斯过程特征的维纳混沌扩展
我们计算了一类高斯过程签名的维纳混沌分解,其中包含具有赫斯特参数(H \ in (1/4,1)\)的分数布朗运动(fBm)。在第 0 层,我们的结果产生了这类过程的预期签名表达式,这决定了它们的规律(Chevyrev 和 Lyons 在 Ann Probab 44(6):4049-4082, 2016 中)。特别是,这个公式同时将 \(1/2 < H\)-fBm (Baudoin 和 Coutin 在 Stochast Process Appl 117(5):550-574, 2007)和布朗运动(\(H = 1/2\) )(Fawcett 2003)的公式扩展到一般情况下的\(H > 1/4\) ,从而解决了一个既定的开放问题。研究的其他过程包括连续高斯半成型过程和中心高斯半成型过程。
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来源期刊
Probability Theory and Related Fields
Probability Theory and Related Fields 数学-统计学与概率论
CiteScore
3.70
自引率
5.00%
发文量
71
审稿时长
6-12 weeks
期刊介绍: Probability Theory and Related Fields publishes research papers in modern probability theory and its various fields of application. Thus, subjects of interest include: mathematical statistical physics, mathematical statistics, mathematical biology, theoretical computer science, and applications of probability theory to other areas of mathematics such as combinatorics, analysis, ergodic theory and geometry. Survey papers on emerging areas of importance may be considered for publication. The main languages of publication are English, French and German.
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