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math.PR2022★ 1 cited
Almost sure invariance principle of mixing time series in Hilbert space
Jianya Lu, Wei Biao Wu, Zhijie Xiao +1
Inspired by \citet{Berkes14} and \citet{Wu07}, we prove an almost sure invariance principle for stationary mixing stochastic processes defined on Hilbert space. Our result can…
math.PR2021
Approximation to stochastic variance reduced gradient Langevin dynamics by stochastic delay differential equations
Peng Chen, Jianya Lu, Lihu Xu
We study in this paper a weak approximation to stochastic variance reduced gradient Langevin dynamics by stochastic delay differential equations in Wasserstein-1 distance, and obta…
math.PR2020
Central limit theorem and Self-normalized Cramér-type moderate deviation for Euler-Maruyama Scheme
Jianya Lu, Yuzhen Tan, Lihu Xu
We consider a stochastic differential equation and its Euler-Maruyama (EM) scheme, under some appropriate conditions, they both admit a unique invariant measure, denoted by and…