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math.ST2026
Linear Functional Testing with General Loadings in Sparse Regression: Separation Rates and Computational Barriers
Jie Xie, Dongming Huang
We study the problem of testing in high-dimensional sparse linear regression with Gaussian random design and unknown design covariance. The loading vector is…
math.ST2017★ 10 cited
On the optimality of sliced inverse regression in high dimensions
Qian Lin, Xinran Li, Dongming Huang +1
The central subspace of a pair of random variables is the minimal subspace such that …