1 School of Statistics, Beijing Normal University, Beijing, China. 2 Department of Mathematics and Statistics, University of North Carolina, Charlotte, USA. 3 Department of Mathematics, Southern ...
Abstract: Sensors are becoming increasingly omnipresent throughout society. These sensors generate a billion gigabytes of data every day. With the availability of immense computing power at central ...
Abstract: In this paper, we address the problem of conducting statistical inference in settings involving large-scale data that may be high-dimensional and contaminated by outliers. The high volume ...