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Type
Journal article
Date
2024
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2019
Elynn Chen
,
Xi Chen
,
Wenbo Jing
(2024).
Data-Driven Knowledge Transfer in Batch $Q^*$ Learning
.
submitted
.
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Dataset
Elynn Chen
,
Dong Xia
,
Chencheng Cai
,
Jianqing Fan
(2024).
STEFA: Semi-parametric tensor factor analysis by iteratively projected singular value decomposition
.
Journal of the Royal Statistical Society: Series B
.
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DOI
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Dataset
Bin Chen
,
Elynn Chen
,
Stevenson Bolivar
,
Rong Chen
(2024).
Time-Varying Matrix Factor Models
.
submitted
.
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DOI
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Dataset
Tao Wen
,
Elynn Chen
,
Yuzhou Chen
(2024).
Tensor-view Topological Graph Neural Network
.
AISTATS
, 2024.
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DOI
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Dataset
Elynn Chen
,
Rui Song
,
Michael I. Jordan
(2024).
Reinforcement Learning in Latent Heterogeneous Environments
.
Journal of the American Statistical Association
.
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DOI
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Dataset
Elynn Chen
,
Jianqing Fan
,
Xuening Zhu
(2022).
Community Network Auto-Regression for High-Dimensional Time Series
.
Journal of Econometrics
.
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Dataset
Elynn Chen
,
Jianqing Fan
(2021).
Statistical Inference for High-Dimensional Matrix-Variate Factor Models
.
Journal of the American Statistical Association
.
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Dataset
Elynn Chen
,
Ruey S. Tsay
,
Rong Chen
(2020).
Constrained Factor Models for High-Dimensional Matrix-Variate Time Series
.
Journal of the American Statistical Association
.
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Dataset
Tianyi Lin
,
Zeyu Zheng
,
Elynn Chen
,
Marco Cuturi
,
Michael I. Jordan
(2020).
On Projection Robust Optimal Transport: Sample Complexity and Model Misspecification
.
AISTATS
, 2021.
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Dataset
Xialu Liu
,
Elynn Chen
(2020).
Estimation and Inference of High-Dimensional Matrix-Valued Threshold Factor Models
.
Scandinavian Journal of Statistics
.
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Code
Dataset
Elynn Chen
,
Sai Li
,
Michael I. Jordan
(2020).
Transferred $Q$ Learning
. Manuscript.
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PDF
Code
Dataset
Sai Li
,
Elynn Chen
,
Michael I. Jordan
(2020).
High-Dimensional Structured Bandits: Minimax Regret, Estimation and Inference
. Manuscript.
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Code
Dataset
Elynn Chen
,
Xin Yun
,
Rong Chen
,
Qiwei Yao
(2019).
Modeling Multivariate Spatial-Temporal Data with Latent Low-Dimensional Dynamics
.
under review
,
arXiv preprint arXiv:2002.01305
.
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Dataset
Elynn Chen
,
Rong Chen
(2019).
Modeling Dynamic Transport Network with Matrix Factor Models: with an Application to International Trade Flow
.
under review
,
arXiv preprint arXiv:1901.00769
.
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Code
Dataset
Elynn Chen
,
Krishna Balasubramanian
,
Jianqing Fan
(2019).
Low-Rank Principal Eigenmatrix Analysis
.
arXiv preprint arXiv:1904.12369
.
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Dataset
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