Jinyuan Chang (常晋源)

About Jinyuan Chang (常晋源)

Jinyuan Chang (常晋源), With an exceptional h-index of 16 and a recent h-index of 15 (since 2020), a distinguished researcher at Southwestern University of Finance and Economics, specializes in the field of Empirical Likelihood, Financial Econometrics, High Dimensional Data Analysis, Network Data Analysis, Functional Data Analysis.

His recent articles reflect a diverse array of research interests and contributions to the field:

Optimal covariance matrix estimation for high-dimensional noise in high-frequency data

Autoregressive networks with dependent edges

Deep conditional generative learning: Model and error analysis

Central limit theorems for high dimensional dependent data

Edge differentially private estimation in the -model via jittering and method of moments

An autocovariance-based learning framework for high-dimensional functional time series

Modelling matrix time series via a tensor CP-decomposition

Testing the martingale difference hypothesis in high dimension

Jinyuan Chang (常晋源) Information

University

Position

___

Citations(all)

808

Citations(since 2020)

619

Cited By

432

hIndex(all)

16

hIndex(since 2020)

15

i10Index(all)

18

i10Index(since 2020)

18

Email

University Profile Page

Google Scholar

Jinyuan Chang (常晋源) Skills & Research Interests

Empirical Likelihood

Financial Econometrics

High Dimensional Data Analysis

Network Data Analysis

Functional Data Analysis

Top articles of Jinyuan Chang (常晋源)

Title

Journal

Author(s)

Publication Date

Optimal covariance matrix estimation for high-dimensional noise in high-frequency data

Journal of Econometrics

Jinyuan Chang

Qiao Hu

Cheng Liu

Cheng Yong Tang

2022/9/16

Autoregressive networks with dependent edges

arXiv preprint arXiv:2404.15654

Jinyuan Chang

Qin Fang

Eric D Kolaczyk

Peter W MacDonald

Qiwei Yao

2024/4/24

Deep conditional generative learning: Model and error analysis

arXiv preprint arXiv:2402.01460

Jinyuan Chang

Zhao Ding

Yuling Jiao

Ruoxuan Li

Jerry Zhijian Yang

2024/2/2

Central limit theorems for high dimensional dependent data

Bernoulli

Jinyuan Chang

Xiaohui Chen

Mingcong Wu

2024/2

Edge differentially private estimation in the -model via jittering and method of moments

arXiv preprint arXiv:2112.10151

Jinyuan Chang

Qiao Hu

Eric D Kolaczyk

Qiwei Yao

Fengting Yi

2021/12/19

An autocovariance-based learning framework for high-dimensional functional time series

Journal of Econometrics

Jinyuan Chang

Cheng Chen

Xinghao Qiao

Qiwei Yao

2024

Modelling matrix time series via a tensor CP-decomposition

Journal of the Royal Statistical Society Series B: Statistical Methodology

Jinyuan Chang

Jing He

Lin Yang

Qiwei Yao

2023

Testing the martingale difference hypothesis in high dimension

Journal of Econometrics

Jinyuan Chang

Qing Jiang

Xiaofeng Shao

2023/8

Culling the herd of moments with penalized empirical likelihood

Journal of Business & Economic Statistics

Jinyuan Chang

Zhentao Shi

Jia Zhang

2023/6

Statistical inferences for complex dependence of multimodal imaging data

Journal of the American Statistical Association

Jinyuan Chang

Jing He

Jian Kang

Mingcong Wu

2023/5/25

Efficiently handling constraints with metropolis-adjusted langevin algorithm

arXiv preprint arXiv:2302.11971

Jinyuan Chang

Cheng Yong Tang

Yuanzheng Zhu

2023/2/23

Statistical inference for high-dimensional spectral density matrix

arXiv preprint arXiv:2212.13686

Jinyuan Chang

Qing Jiang

Tucker S McElroy

Xiaofeng Shao

2022/12/28

Testing for unit roots based on sample autocovariances

Biometrika

Jinyuan Chang

Guanghui Cheng

Qiwei Yao

2022/5/25

Estimation of subgraph densities in noisy networks

Journal of the American Statistical Association

Jinyuan Chang

Eric D Kolaczyk

Qiwei Yao

2022/1/2

High-dimensional empirical likelihood inference

Biometrika

Jinyuan Chang

Song Xi Chen

Cheng Yong Tang

Tong Tong Wu

2021/3/1

Package ‘HDTSA’

Chen Lin

Jinyuan Chang

Qiwei Yao

Maintainer Chen Lin

2021/11/8

Discussion of ‘Network cross-validation by edge sampling’

Biometrika

Jinyuan Chang

Eric D Kolaczyk

Qiwei Yao

2020/6/1

See List of Professors in Jinyuan Chang (常晋源) University(Southwestern University of Finance and Economics)

Co-Authors

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