Search Results for author: Jiashan Wang

Found 4 papers, 1 papers with code

Constrained Optimization Involving Nonconvex $\ell_p$ Norms: Optimality Conditions, Algorithm and Convergence

no code implementations27 Oct 2021 Hao Wang, Yining Gao, Jiashan Wang, Hongying Liu

We also derive the sequential optimality conditions for both problems and study the conditions under which these conditions imply the first-order necessary conditions.

Towards An Efficient Approach for the Nonconvex $\ell_p$ Ball Projection: Algorithm and Analysis

3 code implementations5 Jan 2021 Xiangyu Yang, Jiashan Wang, Hao Wang

This paper primarily focuses on computing the Euclidean projection of a vector onto the $\ell_{p}$ ball in which $p\in(0, 1)$.

Relating lp regularization and reweighted l1 regularization

no code implementations2 Dec 2019 Hao Wang, Hao Zeng, Jiashan Wang

We propose a general framework of iteratively reweighted l1 methods for solving lp regularization problems.

Inexact Primal-Dual Gradient Projection Methods for Nonlinear Optimization on Convex Set

no code implementations18 Nov 2019 Fan Zhang, Hao Wang, Jiashan Wang, Kai Yang

In this paper, we propose a novel primal-dual inexact gradient projection method for nonlinear optimization problems with convex-set constraint.

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