统计与数学学院学术报告预告—Asymptotics of spatial-sign-based estimators of location and scatter in high dimensions

报告人:李卫明副教授

主持人:李娜教授(统计与数学学院副院长)

报告地点:燕山校区1号教学楼1502

报告时间:2024年4月12日(星期五)15:40-16:20

主办单位:山东财经大学统计与数学学院

摘要:This paper investigates asymptotic behaviors of spatial-sign-based location and scatter estimators, i.e., the sample spatial median and its associated spatial-sign covariance matrix, in high-dimensional frameworks. Two stochastic representations for the spatial median are provided with explicit forms, which can characterize the first and second-order fluctuations of the spatial median in the almost sure sense. Beyond this, a new central limit theorem is established for linear spectral statistics of the spatial-sign covariance matrix. All these results are obtained under a general population model that covers the popular independent components model and the family of elliptical distributions.

报告人简介:李卫明,上海财经大学副教授,研究领域主要包括随机矩阵理论与高维统计分析,目前担任CSDA编委。先后主持国自然面上、国自然专项等基金项目。在概率统计学等方面杂志Annals of Statistics,Journal of the Royal Statistical SocietySeries B, Bernoulli,Statistica Sinica, Scandinavian Journal of Statistics,Annals of the Institute of Statistical Mathematics, IEEE Transactions on Information Theory等上发表论文二十余篇。