Research Interests
- High-Dimensional Statistics
- Nonparametric Statistics
- Statistical and Machine Learning
- Large-Scale Optimization
- Statistical Modeling in Biomedical, Environmental, and Social Sciences.
- Rridgeway, G, Rosenberger, J & Xue, L. (2020)
A Call for Statisticians to Engage in Gun Violence Research. (pdf)
Statistics Serving Society, National Institute of Statistical Sciences.
- Rudin, C, Dunson, D, Irizarry, R, Ji, H, Laber, E, Leek, J, McCormick, T, Rose, S, Schafer, C, van der Laan, M, Wasserman, L & Xue, L. (2014)
Discovery with Data: Leveraging Statistics with Computer Science to Transform Science and Society. (pdf, website)
[Featured in Amstat News, Consortium of Social Science Associations, Statistics Views, and The American Statistician]
Science Policy and Advocacy, American Statistical Association.
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amanpg: Alternating Manifold Proximal Gradient Method for Sparse PCA (R package)
- Authors: Shixiang Chen, Justin Huang, Benjamin Jochem, Shiqian Ma, Lingzhou Xue, Zhong Zheng, and Hui Zou
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ddpca: Diagonally Dominant Principal Component Analysis (R package)
- Authors: Tracy Ke, Lingzhou Xue, and Fan Yang
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ergmclust: Model-Based Clustering of Networks through ERGMs (R package)
- Authors: Amal Agarwal, Kevin Lee, Lingzhou Xue, and Anna Yinqi Zhang
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PEtests: Power-Enhanced (PE) Tests for High-Dimensional Data (R package)
- Authors: Xiufan Yu, Danning Li, Lingzhou Xue, and Runze Li
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sparsepca: Sparse Principal Component Analysis in Python (Python package)
- Authors: Shixiang Chen, Justin Huang, Benjamin Jochem, Shiqian Ma, Lingzhou Xue, and Hui Zou
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sufficientForecasting: Sufficient Forecasting using Factor Models (R package)
- Authors: Jianqing Fan, Jing Fu, Wei Luo, Lingzhou Xue, Jiawei Yao, and Xiufan Yu
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Earnings Fidelity Measures (and Economic Persistence) (link)
- Authors: Kai Du, Steven J. Huddart, Lingzhou Xue, and Yifan Zhang
- Susan Brantley (Department of Geosciences, Penn State University)
- Qian Chen (Smeal College of Business, Penn State University)
- Jianqing Fan (Department of Operations Research and Financial Engineering, Princeton University)
- Bing Li (Department of Statistics, Penn State University)
- Runze Li (Department of Statistics, Penn State University)
- Shiqian Ma (Department of Computational Applied Mathematics and Operations Research, Rice University)
- Tao Wen (Department of Earth and Environmental Sciences, Syracuse University)
- Hui Zou (School of Statistics, University of Minnesota)