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20112023
most citedEfficient First Order Methods for Linear Composite Regularizers

36 citations · 98 across the 26 of their papers we have counts for

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8 papers · 1 filter

math.NA2023

A Non-gradient DG method for second-order Elliptic Equations in the Non-divergence Form

Weifeng Qiu, Jin Ren, Ke Shi +1

based optimization is widely used in image denoising, machine learning and related applications. One of the main features of such approach is that it naturally provide a spar…

math.NA2022★ 2 cited

Sparse Deep Neural Network for Nonlinear Partial Differential Equations

Yuesheng Xu, Taishan Zeng

More competent learning models are demanded for data processing due to increasingly greater amounts of data available in applications. Data that we encounter often have certain emb…

math.NA2022

Inverting Incomplete Fourier Transforms by a Sparse Regularization Model and Applications in Seismic Wavefield Modeling

Tingting Wu, Yuesheng Xu

We propose a sparse regularization model for inversion of incomplete Fourier transforms and apply it to seismic wavefield modeling. The objective function of the proposed model emp…

math.NA2022★ 7 cited

Parameter Choices for Sparse Regularization with the Norm

Qianru Liu, Rui Wang, Yuesheng Xu +1

We consider a regularization problem whose objective function consists of a convex fidelity term and a regularization term determined by the norm composed with a linear tr…

math.NA2021

An -weak Galerkin method for second order elliptic equations in non-divergence form

Waixiang Cao, Junping Wang, Yuesheng Xu

This article presents a new primal-dual weak Galerkin method for second order elliptic equations in non-divergence form. The new method is devised as a constrained -optimizati…

math.NA2018

Computing Integrals Involved the Gaussian Function with a Small Standard Deviation

Yunyun Ma, Yuesheng Xu

We develop efficient numerical integration methods for computing an integral whose integrand is a product of a smooth function and the Gaussian function with a small standard devia…