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Optimal Variable Clustering for High-Dimensional Matrix Valued Data

Dec 24, 2021
Inbeom Lee, Siyi Deng, Yang Ning

* 19 pages and 3 figures in the main paper. 25 pages and 3 figures in the references and supplementary material 

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Optimal Semi-supervised Estimation and Inference for High-dimensional Linear Regression

Nov 28, 2020
Siyi Deng, Yang Ning, Jiwei Zhao, Heping Zhang

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Doubly Robust Semiparametric Difference-in-Differences Estimators with High-Dimensional Data

Sep 07, 2020
Yang Ning, Sida Peng, Jing Tao

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Regularized Training and Tight Certification for Randomized Smoothed Classifier with Provable Robustness

Feb 17, 2020
Huijie Feng, Chunpeng Wu, Guoyang Chen, Weifeng Zhang, Yang Ning

* AAAI2020 

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Nonregular and Minimax Estimation of Individualized Thresholds in High Dimension with Binary Responses

May 26, 2019
Huijie Feng, Yang Ning, Jiwei Zhao

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Robust Estimation of Causal Effects via High-Dimensional Covariate Balancing Propensity Score

Dec 20, 2018
Yang Ning, Sida Peng, Kosuke Imai

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High-Dimensional Inference for Cluster-Based Graphical Models

Jun 13, 2018
Carson Eisenach, Florentina Bunea, Yang Ning, Claudiu Dinicu

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Adaptive Estimation in Structured Factor Models with Applications to Overlapping Clustering

Mar 22, 2018
Xin Bing, Florentina Bunea, Yang Ning, Marten Wegkamp

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A Unified Theory of Confidence Regions and Testing for High Dimensional Estimating Equations

Jun 23, 2016
Matey Neykov, Yang Ning, Jun S. Liu, Han Liu

* 67 pages, 2 tables, 1 figure 

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A Likelihood Ratio Framework for High Dimensional Semiparametric Regression

Nov 23, 2015
Yang Ning, Tianqi Zhao, Han Liu

* 51 pages, 1 figure, 2 tables 

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On Semiparametric Exponential Family Graphical Models

Oct 15, 2015
Zhuoran Yang, Yang Ning, Han Liu

* 51 pages, 2 figures 

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Local and Global Inference for High Dimensional Nonparanormal Graphical Models

Jun 30, 2015
Quanquan Gu, Yuan Cao, Yang Ning, Han Liu

* 58 pages, 4 figures, 2 tables 

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High Dimensional Expectation-Maximization Algorithm: Statistical Optimization and Asymptotic Normality

Jan 27, 2015
Zhaoran Wang, Quanquan Gu, Yang Ning, Han Liu

* 84 pages, 2 figures, 1 table 

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A General Theory of Hypothesis Tests and Confidence Regions for Sparse High Dimensional Models

Jan 21, 2015
Yang Ning, Han Liu

* 80 pages, 1 figure, 3 tables 

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Testing and Confidence Intervals for High Dimensional Proportional Hazards Model

Dec 16, 2014
Ethan X. Fang, Yang Ning, Han Liu

* 42 pages, 4 figures, 5 tables 

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High Dimensional Semiparametric Latent Graphical Model for Mixed Data

Apr 29, 2014
Jianqing Fan, Han Liu, Yang Ning, Hui Zou

* 34 pages, 2 figures, 4 tables 

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