- Robust High-dimensional Statistical Estimation and Inference
- Entity Ranking and Statistical Preference Learning
- Statistical Decision-Making (Bandit, Reinforcement Learning, Dynamic Pricing)
- Causal Inference
- Conformal Inference
Bingkai Wang, Fan Li, Mengxin(Maxine) Yu.
Conformal causal inference for cluster randomized trials: model-robust inference without asymptotic approximations.
Edgar Dobriban, Mengxin(Maxine) Yu (Alphabetical).
SymmPI: Predictive Inference for Data with Group Symmetries.
Mengxin(Maxine) Yu, Kendrick Qijun Li, Nicholas P. Jewell, Eric J. Tchetgen Tchetgen, Dylan S. Small, Xu Shi, Bingkai Wang.
Test-Negative Designs with Various Reasons for Testing: Statistical Bias and Solution.
Under Revision at American Journal of Epidemiology (AJE).
Mengxin(Maxine) Yu, Nicholas P. Jewell.
Test-Negative Designs with Multiple Testing Sources.
Jianqing Fan, Zhipeng Lou, Weichen Wang, Mengxin(Maxine) Yu (Alphabetical).
Spectral Ranking Inferences based on General Multiway Comparisons.
Under Revision at Operations Research (OR).
- This paper received the IMS New Researcher Award, 2024.
Jianqing Fan, Jikai Hou, Mengxin(Maxine) Yu (Alphabetical).
Uncertainty Quantification of MLE for Ranking with Covariates.
Under Revision at Journal of Machine Learning Research (JMLR).
Jianqing Fan, Zhipeng Lou, Mengxin(Maxine) Yu (Alphabetical).
Robust High-dimensional Tuning Free Multiple Testing.
Accepted to the Annals of Statistics (AOS), 2023.
Jianqing Fan, Zhipeng Lou, Weichen Wang, Mengxin(Maxine) Yu (Alphabetical).
Ranking Inferences Based on the Top Choice of Multiway Comparisons.
Accepted to the Journal of the American Statistical Association (JASA), 2024.
Mengxin(Maxine) Yu, Zhuoran Yang, Jianqing Fan.
Strategic Decision-Making in the Presence of Information Asymmetry: Provably Efficient RL with Algorithmic Instruments.
Under Revision at the Annals of Statistics (AOS).
- This paper received the ASA Best Student Paper Award at the Business and Economic Statistics Session, 2023.
- This paper received the IMS Hannan Graduate Student Travel Award, 2023.
Jianqing Fan, Zhipeng Lou, Mengxin(Maxine) Yu (Alphabetical).
Are Latent Factor Regression and Sparse Regression Adequate?
Accepted to the Journal of the American Statistical Association (JASA), 2023.
Jianqing Fan, Yongyi Guo, Mengxin(Maxine) Yu (Alphabetical).
Policy Optimization Using Semiparametric Models for Dynamic Pricing.
Accepted to the Journal of the American Statistical Association (JASA), 2022 .
Jianqing Fan, Zhuoran Yang, Mengxin(Maxine) Yu (Alphabetical).
Understanding Implicit Regularization in Over-Parameterized Single Index Model.
Accepted to the Journal of the American Statistical Association (JASA), 2022.
Lu Deng, Mengxin(Maxine) Yu, Zhengjun Zhang (Alphabetical).
Statistical Learning of the Worst Regional Smog Extremes with Dynamic Conditional Modeling.
Atmosphere 2020, 11(6), 665; .