Nonparametric Regression with Subfractional Brownian Motion via Malliavin Calculus
Yuquan Cang,
Junfeng Liu and
Yan Zhang
Abstract and Applied Analysis, 2014, vol. 2014, issue 1
Abstract:
We study the asymptotic behavior of the sequence Sn=∑i=0n-1K(nαSiH1)(Si+1H2-SiH2), as n tends to infinity, where SH1 and SH2 are two independent subfractional Brownian motions with indices H1 and H2, respectively. K is a kernel function and the bandwidth parameter α satisfies some hypotheses in terms of H1 and H2. Its limiting distribution is a mixed normal law involving the local time of the sub‐fractional Brownian motion SH1. We mainly use the techniques of Malliavin calculus with respect to sub‐fractional Brownian motion.
Date: 2014
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https://doi.org/10.1155/2014/635917
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Persistent link: https://EconPapers.repec.org/RePEc:wly:jnlaaa:v:2014:y:2014:i:1:n:635917
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