DEPARTMENT OF APPLIED MATHEMATICS 95 Email guohao.shen@polyu.edu.hk Qualification BSc (Sichuan University) PhD (The Chinese University of Hong Kong) ORCID ID 0000-0002-5277-0176 Dr SHEN Guohao Research Assistant Professor Research Overview My research interests are in general statistical machine learning and nonparametric statistics, including deep nonparametric regression and classification, neural network approximation theory and high-dimensional statistics, etc. I have also been studying statistical learning theories for deep learning from generalisation and approximation perspectives. I am also interested in the optimisation theories of deep learning. Representative Publications • “Nonparametric inference on smoothed quantile regression process.” Computational Statistics & Data Analysis.179, 2023, 107645 • “Approximation with Deep Convolutional Networks in Sobolev Space: with Applications to Classification.” NeurIPS 2022 • “Linearized Maximum Rank Correlation Estimation.” Biometrika, 2022, asac027 • “Robust Post-selection Inference of High-dimensional Mean Regression with Heavy-tailed Asymmetric or Heteroskedastic Errors " Journal of Econometrics, 230(2), 2021, 416-431
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