$L^2$ Asymptotics for High-Dimensional Data

Mengyu Xu, Danna Zhang, Wei Biao Wu

We develop an asymptotic theory for $L^2$ norms of sample mean vectors of high-dimensional data. An invariance principle for the $L^2$ norms is derived under conditions that involv…