60 citations · 266 across the 46 of their papers we have counts for
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Statistical Inference on Partially Linear Panel Model under Unobserved Linearity
Ruiqi Liu, Ben Boukai, Zuofeng Shang
A new statistical procedure, based on a modified spline basis, is proposed to identify the linear components in the panel data model with fixed effects. Under some mild assumptions…
Minimax Nonparametric Two-sample Test under Smoothing
Xin Xing, Zuofeng Shang, Pang Du +3
We consider the problem of comparing probability densities between two groups. A new probabilistic tensor product smoothing spline framework is developed to model the joint density…
Optimal Nonparametric Inference via Deep Neural Network
Ruiqi Liu, Ben Boukai, Zuofeng Shang
Deep neural network is a state-of-art method in modern science and technology. Much statistical literature have been devoted to understanding its performance in nonparametric estim…
Nonparametric Inference under B-bits Quantization
Kexuan Li, Ruiqi Liu, Ganggang Xu +1
Statistical inference based on lossy or incomplete samples is often needed in research areas such as signal/image processing, medical image storage, remote sensing, signal transmis…