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

collaborators

4 papers

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…

math.ST2022

Estimating a regression function in exponential families by model selection

Juntong Chen

Let $X_{1} = (W_{1}, Y_{1}), \dots, X_{n} = (W_{n}, Y_{n})$ be $n$ pairs of independent random variables. We assume that, for each $i \in {1, \dots, n}$ , the conditional distribution of $Y…

math.ST2020★ 2 cited

Robust estimation of a regression function in exponential families

Yannick Baraud, Juntong Chen

We observe $n$ pairs of independent (but not necessarily i.i.d.) random variables $X_{1} = (W_{1}, Y_{1}), \dots, X_{n} = (W_{n}, Y_{n})$ and tackle the problem of estimating the conditio…