96 citations · 331 across the 16 of their papers we have counts for
16 papers
Central limit theorems for high dimensional dependent data
Jinyuan Chang, Xiaohui Chen, Mingcong Wu
Motivated by statistical inference problems in high-dimensional time series data analysis, we first derive non-asymptotic error bounds for Gaussian approximations of sums of high-d…
Maximum likelihood estimation of potential energy in interacting particle systems from single-trajectory data
Xiaohui Chen
This paper concerns the parameter estimation problem for the quadratic potential energy in interacting particle systems from continuous-time and single-trajectory data. Even though…
Stratified incomplete local simplex tests for curvature of nonparametric multiple regression
Yanglei Song, Xiaohui Chen, Kengo Kato
Principled nonparametric tests for regression curvature in are often statistically and computationally challenging. This paper introduces the stratified incomplete…
Robust Inference for Partially Observed Functional Response Data
Yeonjoo Park, Xiaohui Chen, Douglas G. Simpson
Irregular functional data in which densely sampled curves are observed over different ranges pose a challenge for modeling and inference, and sensitivity to outlier curves is a con…
Estimation of dynamic networks for high-dimensional nonstationary time series
Mengyu Xu, Xiaohui Chen, Wei Biao Wu
This paper is concerned with the estimation of time-varying networks for high-dimensional nonstationary time series. Two types of dynamic behaviors are considered: structural break…
A robust bootstrap change point test for high-dimensional location parameter
Mengjia Yu, Xiaohui Chen
We consider the problem of change point detection for high-dimensional distributions in a location family when the dimension can be much larger than the sample size. In change poin…