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Nonsparse Learning with Latent Variables , Operations Research , 2021 , 69(1)346-359

Innovated interaction screening for high-dimensional nonlinear classification , Annals of Statistics , 2015 , 43(3)1243-1272

High-dimensional thresholded regression and shrinkage effect , Journal of the Royal Statistical Society Series B-Statistical Methodology , 2014 , 76(3)627-649

Discussion: A significance test for the Lasso , Annals of Statistics , 2014 , 42(2)493-500

Sequential Scaled Sparse Factor Regression , Journal of Business & Economic Statistics , 2022 , 40(2)595-604

Fast stagewise sparse factor regression , Journal of Machine Learning Research , 2022 , 231-45

Scalable interpretable multi-response regression via SEED , Journal of Machine Learning Research , 2019 , 201-34

The constrained Dantzig selector with enhanced consistency , Journal of Machine Learning Research , 2016 , 171-22

Using machine learning to advance disparities research: Subgroup analyses of access to opioid treatment , Health Services Research , 2022 , 57411-421

Reproducible learning in large-scale graphical models , Journal of Multivariate Analysis , 2022 , 189104934

Partitioned approach for high-dimensional confidence intervals with large split sizes , Statistica Sinica , 2021 , 311935-1959

Parallel integrative learning for large-scale multi-response regression with incomplete outcomes , Computational Statistics and Data Analysis , 2021 , 160107243

Scalable interpretable learning for multi-response error-in-variables regression , Journal of Multivariate Analysis , 2020 , 1791-14

Uniform joint screening for ultra-high dimensional graphical models , Journal of Multivariate Analysis , 2020 , 1791-13

Balanced estimation for high-dimensional measurement error models , Computational Statistics and Data Analysis , 2018 , 12678-91

Scalable efficient reproducible multi-task learning via data splitting , Statistics and Probability Letters , 2024 , 208110071

Reproducible feature selection in high-dimensional accelerated failure time models , Statistics and Probability Letters , 2022 , 181109275

Controlling the false discovery rate for latent factors via unit-rank deflation , Statistics and Probability Letters , 2021 , 178109178

Innovated scalable efficient inference for ultra-large graphical models , Statistics and Probability Letters , 2021 , 173109085

Innovated scalable dynamic learning for time-varying graphical models , Statistics and Probability Letters , 2020 , 1651-6