Dongyan (Lucy) Huo

Effectiveness of Constant Stepsize in Markovian LSA and Statistical Inference

In this paper, we study the effectiveness of using a constant stepsize in statistical inference via linear stochastic approximation (LSA) algorithms with Markovian data. After establishing a Central Limit Theorem (CLT), we outline an inference procedure that uses averaged LSA iterates to construct c…