Welcome to My Homepage

Background

I was born in Mishi Town (弥市镇), Hubei Province, China, a remote small village blessed with abundant rivers and lakes. BSc (2012) from Hunan University, China, majoring in Mathematics and Applied Mathematics; PhD (2017) also from Hunan University, working on Compressed Sensing and Sparse Optimization under the supervision of Prof. Anping Liao; Postdoctoral Fellow (July 2017-June 2019), Academy of Mathematics and System Sciences, Chinese Academy of Sciences under the supervision of Prof. Zhiqiang Xu, focusing on Interlacing Families, Graph Sparsication, and Subset Selection. I was a Research Fellow in Department of Applied Mathematics at The Hong Kong Polytechnic University from November 2023 to January 2024, under the mentorship of Prof. Hou-Duo Qi. I am currently an associate professor at School of Mathematical Sciences，Beihang University

Research Interests

My research interests are mainly in numerical analysis and computational harmonic analysis, with an emphasis on the design and analysis of efficient numerical algorithms for real-word problems (e.g., signal/image processing) via tools from numerical linear algebra, approximation theory and optimization. I am currently working on randomized iterative method, such as the randomized Kaczmarz method, stochastic conjugate gradient, and momentum acceleration. I am also interested in subset selection for matrices by using the method of interlacing families and barrier function.

Publications

1.  Randomized iterative methods for generalized absolute value equations: Solvability and error bounds, with Houduo Qi and Deren Han, arXiv: 2405.04091, 2024

2.  A distributed Douglas-Rachford splitting method for solving linear constrained multi-block nonconvex problems, with Leyu Hu, Xingju Cai, and Deren Han, submitted.

3.  On greedy multi-step inertial randomized Kaczmarz method for solving linear systems，with Yansheng Su, Yun Zeng, Deren Han, arXiv: 2308.00467  , 2023 

4.  Fast stochastic dual coordinate descent algorithms for linearly constrained convex optimization, with Yun Zeng, Deren Han, Yansheng Su, arXiv: 2307.16702, 2023 

5.  On the convergence analysis of the greedy randomized Kaczmarz method, with Yansheng Su, Yun Zeng, Deren Han, arXiv: 2307.01988 , 2023 

6.  On adaptive stochastic heavy ball momentum for solving linear systems, with Yun Zeng, Deren Han, Yansheng Su, arXiv:2305.05482, 2023, to appear in SIAM Journal on Matrix Analysis and Applications.

7.  Randomized Kaczmarz method with adaptive stepsizes for inconsistent linear systems, with Yun Zeng, Deren Han, Yansheng Su, Numerical Algorithms, 94, 1403–1420 (2023). 

8.  A greedy randomized average block projection method for linear feasibility problems, with Lin Zhu, Yuan Lei, arXiv:2211.10331, 2023.

9.  The sequential quadratic programming for symmetric pareto eigenvalue complementarity problem, with Lin Zhu, Yuan Lei, Pacific Journal of Optimization, 19(4): 579-606, 2023.

10.  On pseudoinverse-free randomized methods for linear systems: Unified framework and acceleration, with Deren Han, arXiv:2208.05437

11.  Randomized Douglas-Rachford method for linear systems: Improved accuracy and efficiency, with Deren Han and Yansheng Su, SIAM Journal on Optimization 34 (1), 1045-1070, 2024. 

12.  Graph Sparsification by Universal Greedy Algorithms, with Ming-Jun Lai, Zhiqiang Xu, Journal of Computational Mathematics, 41 (2023), pp. 741-770.

13.  A note on restricted invertibility with weighted columns, arXiv: 2005.01070

14.  Upper and lower bounds for matrix discrepancy, with Zhiqiang Xu and Ziheng Zhu, Journal of Fourier Analysis and Applications, 28, 81 (2022)

15.  A symmetric alternating minimization algorithm for total variation minimization, with Yuan Lei, Signal Processing, 176, 2020, 107673

16.  Subset Selection for Matrices with Fixed Blocks, with Zhiqiang Xu, Israel Journal of Mathematics, 245, 1 (2021)

17.  Positive operators on extended second order cones, with Sándor Németh and Guohan Zhang, Acta Mathematica Hungarica, 160, 390–404 (2020)

18.  On inexact ADMMs with relative error criteria, Computational Optimization and Applications, 2018, 71(3): 743-765

19.  A new accelerated alternating minimization method for analysis sparse recovery, with Anping Liao, Yuan Lei, Signal Processing, 2018, 145: 167-174.

20.  An inexact alternating direction method of multipliers with relative error criteria, with Anping Liao and Xiaobo Yang, Optimization Letters, 2017, 11(3): 583-596.

21.  A remark on joint sparse recovery with OMP algorithm under restricted isometry property, with Xiaobo Yang and Anping Liao, Applied Mathematics and Computation, 2018, 316: 18-24.

22.  Analysis of convergence for the alternating direction method applied to joint sparse recovery, with Anping Liao and Xiaobo Yang, Applied Mathematics and Computation, 2015, 269: 548-557.

23.  Number of Solution for the Sparse Signal Recovery Problem，with Anping Liao, Miao Yang and Kun Shen, Chinese Journal of Engineering Mathematics, 2015 32(5): 643-649.

24.  The exact recovery of sparse signals via orthogonal matching pursuit, with Anping Liao, Xiaobo Yang and Peng Wang, Journal of Computational Mathematics, 2016, 34(1): 70-80.

Links

My link in Google Scholar.