Jian Huang

发表

Statistical Inference in High-dimensional Generalized Linear Models with Streaming Data

Ruijian Han, Yuanyuan Lin, Lan Luo, 2021, 2108.04437.

Non-Asymptotic Error Bounds for Bidirectional GANs pdf

Yang Wang, Yuling Jiao, Jian Huang, 2021, Neural Information Processing Systems.

Online Debiased Lasso for Streaming Data

Ruijian Han, Yuanyuan Lin, Lan Luo, 2021, 2106.05925.

Regularized projection score estimation of treatment effects in high-dimensional quantile regression

Xingdong Feng, Jian Huang, Chao Cheng, 2021 .

Robust post-selection inference of high-dimensional mean regression with heavy-tailed asymmetric or heteroskedastic errors

Yuanyuan Lin, Jian Huang, Dongxiao Han, 2021, Journal of Econometrics.

Schr{\"o}dinger-F{\"o}llmer Sampler: Sampling without Ergodicity

Yuling Jiao, Lican Kang, Jian Huang, 2021, 2106.10880.

Deep Quantile Regression: Mitigating the Curse of Dimensionality Through Composition

Yuling Jiao, Joel L. Horowitz, Yuanyuan Lin, 2021, 2107.04907.

An error analysis of generative adversarial networks for learning distributions pdf

Yang Wang, Yuling Jiao, Jian Huang, 2021, Journal of machine learning research.

Deep Nonparametric Regression on Approximately Low-dimensional Manifolds

Yuling Jiao, Yuanyuan Lin, Jian Huang, 2021 .

Fitting sparse linear models under the sufficient and necessary condition for model identification

Yuling Jiao, Lican Kang, Jian Huang, 2021 .

Robust Nonparametric Regression with Deep Neural Networks

Yuling Jiao, Yuanyuan Lin, Jian Huang, 2021, 2107.10343.

GSDAR: a fast Newton algorithm for ℓ0\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\ell _0$$\end{document} regulariz

Yuling Jiao, Xiliang Lu, Lican Kang, 2021, Computational Statistics.

A Deep Generative Approach to Conditional Sampling

Yuling Jiao, Jian Huang, Jin Liu, 2021, Journal of the American Statistical Association.

Relative Entropy Gradient Sampler for Unnormalized Distributions pdf

Yuling Jiao, Xingdong Feng, Jian Huang, 2021, ArXiv.

Wasserstein Generative Learning of Conditional Distribution pdf

Yuling Jiao, Jian Huang, Xingyu Zhou, 2021, ArXiv.

Non-asymptotic Excess Risk Bounds for Classification with Deep Convolutional Neural Networks pdf

Yuling Jiao, Yuanyuan Lin, Jian Huang, 2021, ArXiv.

Semi-Smooth Newton Algorithm for Non-Convex Penalized Linear Regression

Yuling Jiao, Qinglong Yang, Jian Huang, 2018, 1802.08895.