Scholar
Xiaojie Mao (毛小介)
Google Scholar ID: XtSSJm0AAAAJ
Associate Professor, School of Economics and Management, Tsinghua University
Citations & Impact
Citations
1,576
H-index
17
i10-index
18
Publications
20
Co-authors
0
Publications
Browse publications on Google Scholar (top-right) ↗
Resume (English only)
Academic Achievements
- - Preprints:
- - Controlling for Unmeasured Confounding in Panel Data Using Minimal Bridge Functions
- - Causal Inference Under Unmeasured Confounding With Negative Controls: A Minimax Learning Approach
- - On the role of surrogates in the efficient estimation of treatment effects with limited outcome data
- - Localized Debiased Machine Learning: Efficient Estimation of Quantile Treatment Effects, Conditional Value at Risk, and Beyond
- - Publications:
- - Stochastic Optimization Forests
- - Fast Rates for Contextual Linear Optimization
- - Smooth Contextual Bandits: Bridging the Parametric and Non-differentiable Regret Regimes
- - Assessing Algorithmic Fairness with Unobserved Protected Class Using Data Combination
- - Interval Estimation of Individual-Level Causal Effects Under Unobserved Confounding
- - Fairness Under Unawareness: Assessing Disparity When Protected Class Is Unobserved
- - Causal Inference with Noisy and Missing Covariates via Matrix Factorization
Education
- - Ph.D. in Statistics, 2016-2021, Cornell University, advised by Nathan Kallus and Madeleine Udell
- - BS in Mathematical Economics, 2012-2016, Wuhan University
Background
- - Research Interests: Data-driven decision-making, Causal Inference, Statistical Learning
- - Professional Field: Management Science and Engineering
- - Biography: Assistant Professor at Tsinghua University, focusing on developing statistical methods to address practical data challenges such as measurement errors, omitted variables, missing data, etc.
Co-authors