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math.ST2022★ 2 cited
Overparameterized random feature regression with nearly orthogonal data
Zhichao Wang, Yizhe Zhu
We investigate the properties of random feature ridge regression (RFRR) given by a two-layer neural network with random Gaussian initialization. We study the non-asymptotic behavio…
math.ST2021★ 1 cited
Deformed semicircle law and concentration of nonlinear random matrices for ultra-wide neural networks
Zhichao Wang, Yizhe Zhu
In this paper, we investigate a two-layer fully connected neural network of the form , where $X\in\mathbb{R}^{d_0\tim…