Areas of Focus
- 数学/计算优化
- 线性与非线性规划
- 凸优化
- 矩阵优化
- 统计优化
- 运筹学
Work Experience
- 2017-02至2017-08: 研究员，新加坡国立大学
- 2017-09至2019-08: 博士后，香港理工大学
- 2023-02至2023-08: 研究员，香港理工大学
Academic Background & Achievements
- 2005-2009: 理学学士，湖南大学
- 2009-2016: 理学博士，湖南大学
- 2013-2015: 国家公派联合培养博士研究生，新加坡国立大学
Publications
- An efficient inexact symmetric Gauss-Seidel based majorized ADMM for high-dimensional convex composite conic programming, Liang Chen, Defeng Sun, and Kim-Chuan Toh, 2017
- A note on the convergence of ADMM for linearly constrained convex optimization problems, Liang Chen, Defeng Sun, and Kim-Chuan Toh, 2017
- A generalized alternating direction method of multipliers with semi-proximal terms for convex composite conic programming, Yunhai Xiao, Liang Chen, and Donghui Li, 2018
- Some problems on the Gauss-Seidel iteration method in degenerate cases, Liang Chen, Defeng Sun, and Kim-Chuan Toh, 2019
- A unified algorithmic framework of symmetric Gauss-Seidel decomposition based proximal ADMMs for convex composite programming, Liang Chen, Defeng Sun, Kim-Chuan Toh, and Ning Zhang, 2019
- The linear and asymptotically superlinear convergence rates of the augmented Lagrangian method with a practical relative error criterion, Xin-Yuan Zhao, Liang Chen, 2020
- A three-operator splitting perspective of a three-block ADMM for convex quadratic semidefinite programming and beyond, Liang Chen, Xiaokai Chang, and Sanyang Liu, 2020
- On the convergence properties of a second-order augmented Lagrangian method for nonlinear programming problems with inequality constraints, Liang Chen, Anping Liao, 2020
- On the equivalence of inexact proximal ALM and ADMM for a class of convex composite programming, Liang Chen, Xudong Li, Defeng Sun, and Kim-Chuan Toh, 2021
- A modified exchange algorithm for distributional robust optimization and applications in risk management, Hailin Sun, Dali Zhang, Soon-Yi Wu, and Liang Chen, 2022
- Unified convergence analysis of a second-order method of multipliers for nonlinear conic programming, Liang Chen, Junyuan Zhu, and Xinyuan Zhao, 2022
- High-resolution short angle weight algorithm in sonar systems, Haoran Ji, Lei Wang, Cong Peng, Liang Chen, Shuhao Zhang, and Qian Zhou, 2023
- Stochastic domain decomposition based on variable-separation method, Liang Chen, Yaru Chen, Qiuqi Li, and Zhiwen Zhang, 2024
Awards
- 2015: 青年优秀论文二等奖，湖南省
- 2020: 青年优秀论文一等奖，湖南省
- 2021: 优秀本科毕业设计（论文）指导教师，湖南大学
- 2023: 青年优秀论文一等奖，湖南省
