High-Dimensional Nonparametric Inference
[Double machine learning, Knockoffs, FDR control]
Xiaowu Dai and Lexin Li.
Journal of the American Statistical Association: Theory and Methods (JASA), 2021.
Xiaowu Dai, Xiang Lyu, and Lexin Li.
Journal of the American Statistical Association: Theory and Methods (JASA), 2022.
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Multi-layer kernels: Multi-scale nonparametric regression and confidence bands. [pdf]
Xiaowu Dai.
Preprint, 2022+.
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Another look at statistical calibration: A non-asymptotic theory and prediction-oriented optimality. [pdf]
Xiaowu Dai and Peter Chien.
Preprint, 2022+.
[Student Research Grants Competition Award, UW-Madison, 2019]
[ICSA Student Paper Award, 2018]
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Selection and estimation optimality in high dimensions with the TWIN penalty. [pdf]
Xiaowu Dai and Jared Huling.
Preprint, 2022+.