8 citations · 8 across the 2 of their papers we have counts for
2 papers
math.ST2018
Statistically and Computationally Efficient Variance Estimator for Kernel Ridge Regression
Meimei Liu, Jean Honorio, Guang Cheng
In this paper, we propose a random projection approach to estimate variance in kernel ridge regression. Our approach leads to a consistent estimator of the true variance, while bei…
math.ST2018★ 8 cited
Nonparametric Testing under Random Projection
Meimei Liu, Zuofeng Shang, Guang Cheng
A common challenge in nonparametric inference is its high computational complexity when data volume is large. In this paper, we develop computationally efficient nonparametric test…