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20142021
most citedGroup sparse optimization via regularization

15 citations · 19 across the 7 of their papers we have counts for

collaborators

7 papers

math.OC2021

Convergence analysis of inexact descent algorithm for multiobjective optimizations on Riemannian manifolds without curvature constraints

Xiangmei Wang, Jinhua Wang, Chong Li

We study the convergence issue for inexact descent algorithm (employing general step sizes) for multiobjective optimizations on general Riemannian manifolds (without curvature cons…

math.ST2019★ 1 cited

Sparse recovery via nonconvex regularized -estimators over -balls

Xin Li, Dongya Wu, Chong Li +2

In this paper, we analyse the recovery properties of nonconvex regularized -estimators, under the assumption that the true parameter is of soft sparsity. In the statistical aspe…

math.OC2019★ 1 cited

Convergence Analysis of Gradient Algorithms on Riemannian Manifolds Without Curvature Constraints and Application to Riemannian Mass

Chong Li, Xiangmei Wang, Jinhua Wang +1

We study the convergence issue for the gradient algorithm (employing general step sizes) for optimization problems on general Riemannian manifolds (without curvature constraints).…

math.OC2018

Equilibrium problems on Riemannian manifolds with applications

Chong Li, Xiangmei Wang, Genaro LÓpez +1

We study the equilibrium problem on general Riemannian manifolds. The results on existence of solutions and on the convex structure of the solution set are established. Our approac…

math.OC2017

Linear convergence of inexact descent method and inexact proximal gradient algorithms for lower-order regularization problems

Yaohua Hu, Chong Li, Kaiwen Meng +1

The regularization problem with has been widely studied for finding sparse solutions of linear inverse problems and gained successful applications in various mat…

math.OC2016★ 15 cited

Group sparse optimization via regularization

Yaohua Hu, Chong Li, Kaiwen Meng +2

In this paper, we investigate a group sparse optimization problem via regularization in three aspects: theory, algorithm and application. In the theoretical aspect, by…