139 citations · 725 across the 72 of their papers we have counts for
4 papers · 1 filter
Distributed Bootstrap for Simultaneous Inference Under High Dimensionality
Yang Yu, Shih-Kang Chao, Guang Cheng
We propose a distributed bootstrap method for simultaneous inference on high-dimensional massive data that are stored and processed with many machines. The method produces an $\ell…
Bayesian Fusion Estimation via t-Shrinkage
Qifan Song, Guang Cheng
Shrinkage prior has gained great successes in many data analysis, however, its applications mostly focus on the Bayesian modeling of sparse parameters. In this work, we will apply…
Active Clinical Trials for Personalized Medicine
Stanislav Minsker, Ying-Qi Zhao, Guang Cheng
Individualized treatment rules (ITRs) tailor treatments according to individual patient characteristics. They can significantly improve patient care and are thus becoming increasin…
Sparse and Efficient Estimation for Partial Spline Models with Increasing Dimension
Guang Cheng, Hao Helen Zhang, Zuofeng Shang
We consider model selection and estimation for partial spline models and propose a new regularization method in the context of smoothing splines. The regularization method has a si…