Nonsparse Learning with Latent Variables
, Operations Research
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Innovated interaction screening for high-dimensional nonlinear classification
, Annals of Statistics
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, 43(3): 1243-1272
High-dimensional thresholded regression and shrinkage effect
, Journal of the Royal Statistical Society Series B-Statistical Methodology
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, 76(3): 627-649
Discussion: A significance test for the Lasso
, Annals of Statistics
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Sequential Scaled Sparse Factor Regression
, Journal of Business & Economic Statistics
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Fast stagewise sparse factor regression
, Journal of Machine Learning Research
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Scalable interpretable multi-response regression via SEED
, Journal of Machine Learning Research
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The constrained Dantzig selector with enhanced consistency
, Journal of Machine Learning Research
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Using machine learning to advance disparities research: Subgroup analyses of access to opioid treatment
, Health Services Research
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Reproducible learning in large-scale graphical models
, Journal of Multivariate Analysis
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Partitioned approach for high-dimensional confidence intervals with large split sizes
, Statistica Sinica
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Parallel integrative learning for large-scale multi-response regression with incomplete outcomes
, Computational Statistics and Data Analysis
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Scalable interpretable learning for multi-response error-in-variables regression
, Journal of Multivariate Analysis
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Uniform joint screening for ultra-high dimensional graphical models
, Journal of Multivariate Analysis
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Balanced estimation for high-dimensional measurement error models
, Computational Statistics and Data Analysis
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Scalable efficient reproducible multi-task learning via data splitting
, Statistics and Probability Letters
, 2024
, 208110071
High-dimensional statistical inference via DATE
, Communications in Statistics- Theory and Methods
, 2023
, 52(1): 65-79
Scalable and efficient inference via CPE
, Communications in Statistics- Theory and Methods
, 2023
, 52(5): 1614-1633
Scalable inference for high-dimensional precision matrix
, Communications in Statistics- Theory and Methods
, 2022
, 51(23): 8205-8224
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
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, 165: 1-6
基于 ADMM 算法的网络连接数据变量选择
, 计算机系统应用
, 2022
, 31(1): 1-10