31 citations · 37 across the 4 of their papers we have counts for
4 papers
On Semiparametric Efficiency of an Emerging Class of Regression Models for Between-subject Attributes
Jinyuan Liu, Tuo Lin, Tian Chen +2
The semiparametric regression models have attracted increasing attention owing to their robustness compared to their parametric counterparts. This paper discusses the efficiency bo…
LowCon: A design-based subsampling approach in a misspecified linear modeL
Cheng Meng, Rui Xie, Abhyuday Mandal +3
We consider a measurement constrained supervised learning problem, that is, (1) full sample of the predictors are given; (2) the response observations are unavailable and expensive…
More efficient approximation of smoothing splines via space-filling basis selection
Cheng Meng, Xinlian Zhang, Jingyi Zhang +2
We consider the problem of approximating smoothing spline estimators in a nonparametric regression model. When applied to a sample of size , the smoothing spline estimator can b…
Asymptotic Analysis of Sampling Estimators for Randomized Numerical Linear Algebra Algorithms
Ping Ma, Xinlian Zhang, Xin Xing +2
The statistical analysis of Randomized Numerical Linear Algebra (RandNLA) algorithms within the past few years has mostly focused on their performance as point estimators. However,…