Search Results for author: Jianlin Xia

Found 2 papers, 0 papers with code

A Structure-Guided Gauss-Newton Method for Shallow ReLU Neural Network

no code implementations7 Apr 2024 Zhiqiang Cai, Tong Ding, Min Liu, Xinyu Liu, Jianlin Xia

In this paper, we propose a structure-guided Gauss-Newton (SgGN) method for solving least squares problems using a shallow ReLU neural network.

Making the Nyström method highly accurate for low-rank approximations

no code implementations11 Jul 2023 Jianlin Xia

The resulting methods (called high-accuracy Nystr\"om methods) treat the Nystr\"om method and a skinny rank-revealing factorization as a fast pivoting strategy in a progressive alternating direction refinement process.

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