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math.ST2021★ 9 cited
Two Sample Testing in High Dimension via Maximum Mean Discrepancy
Hanjia Gao, Xiaofeng Shao
Maximum Mean Discrepancy (MMD) has been widely used in the areas of machine learning and statistics to quantify the distance between two distributions in the -dimensional Euclid…
math.ST2021
Gaussian approximation and spatially dependent wild bootstrap for high-dimensional spatial data
Daisuke Kurisu, Kengo Kato, Xiaofeng Shao
In this paper, we establish a high-dimensional CLT for the sample mean of -dimensional spatial data observed over irregularly spaced sampling sites in , allowing t…