Hong Zhu-数学科学学院

Name：

Hong Zhu

Title：

Associate Professor

Research Interests：

Optimization

Specialized recruitment：

Optimization

Telephone：

0511-88780161

E-mail：

zhuhongmath@126.com　hzhu@ujs.edu.cn

Address：

301 Xuefu Road, Jingkou, Zhenjiang, Jiangsu, China

Qualification

● Ph.D in Optimization, 2013.09-2016.08, Department ofMathematics, Hong Kong Baptist University, Supervisor: Prof. Li-Zhi Liao.
● M.Sc. in Optimization, 2009.09-2012.07, School of Mathematics and Information Science, Henan University, Supervisor: Prof. Yunhai Xiao.
● B.Sc. in Application Mathematics, 2005.09-2009.07, School of Mathematics and Information Science, Henan University.

Work & Visiting

● 2018.12 - present. Simon Fraser University, Postdoc.
● 2018.05 – present. Jiangsu University, Associate Professor
● 2017.01 – 2018.04. Jiangsu University, Lecturer
● 2018.06 - 2018.08. Hong Kong Baptist University, Visiting Research Scholar
● 2017.06 – 2017.08. Hong Kong Baptist University, Visiting Research Scholar
● 2016.09 – 2016.11 Hong Kong Baptist University, Research Assistant

Research Interest

● Optimization on Stiefel Manifold: Basic Theory, Algorithm and Application
● Operator Splitting Algorithm Design and Implementation for Large-scale Optimization Problems Arising from Machine Learning and Data Mining

Teaching

● Advanced Mathematics
● Probability and Mathematical Statistics

Awards and Honors

● NSFC Grant, 2018.01-2020.12
● SFC of Jiangsu Province, 2017.07 – 2020.06

Publications

● Hong Zhu, Li-Zhi Liao, and Michael Kwok-Po Ng. Multi-instance dimensionality reduction via sparsity and orthogonality, Neural Computation, 30(12): 3281-3308, 2018.
● XunQian, Li-Zhi Liao, Jie Sun, and Hong Zhu, The convergent generalized central paths for linearly constrained convex programming, SIAM Journal on Optimization, 28(2): 1183-1204, 2018.
● Hong Zhu, Chuan Chen, Li-Zhi Liao, and Michael Kwok-Po Ng. Multiple Graphs Clustering by Gradient Flow Method, Journal of the Franklin Institute, 355(4): 1819-1845, 2017.
● Hong Zhu, Xiaowei Zhang, Li-Zhi Liao, and Delin Chu.Nonconvex and Nonsmooth Optimization with Generalized Orthogonality Constraints: An Approximate Augmented Lagrangian Method, Journal of Scientific Computing, 72(1): 331-372, 2017.
● Shuhan Cao, Yunhai Xiao, and Hong Zhu, Linearized Alternating Directions Method for $\ell_1$-norm Inequality Constrained $\ell_1$-norm minimization, Applied Numerical Mathematics, 85: 142-153, 2014.
● Hong Zhu, Yunhai Xiao, and Soon-Yi Wu. Large sparse signal recovery by conjugate gradient algorithm based on smoothing technique. Computers & Mathematics with Applications, 66(1): 24-32, 2013.
● Yunhai Xiao, Hong Zhu, and Soon-Yi Wu. Primal and dual alternating direction algorithms for $\ell_1$-$\ell_1$-norm minimization problems in compressive sensing. Computational Optimization and Applications, 54(2): 441-459, 2013.
● Yunhai Xiao, and Hong Zhu, A conjugate gradient method to solve convex constrained monotone equations with applications in compressive sensing. Journal of Mathematical Analysis and Applications, 405(1): 310-319, 2013.