Juntong Chen

activity

20202023

most citedRobust estimation of a regression function in exponential families

2 citations · 2 across the 4 of their papers we have counts for

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stat.ME2023

Robust nonparametric regression based on deep ReLU neural networks

Juntong Chen

In this paper, we consider robust nonparametric regression using deep neural networks with ReLU activation function. While several existing theoretically justified methods are gear…

stat.ME2022

Non-Data-Splitting Estimator Selection for Regression in Exponential Families

Juntong Chen

We observe $n$ independent pairs of random variables $(W_{i}, Y_{i})$ , where the conditional distribution of $Y_{i}$ given $W_{i} = w_{i}$ follows a one-parameter exponential family…