Home>People>Faculty
- ZHANG Zhihua
- Professor
- zhzhang@math.pku.edu.cn
- Phone :86-10-62753844
- Office :1419E
Education
|
Ph. D |
Xi’an Jiaotong University |
2001 |
|
M. S. |
Sichuan University |
1994 |
|
B. S. |
Chengdu College of Geology |
1991 |
Research Interests
Statistical Machine Learning, Deep Learning, Numerical Computation. (MathSciNet)
1. Bayesian analysis and computing
2. Deep learning and Reinforcement learning
3. Numerical linear algebra and numerical optimization
Selected Publications
- Shusen Wang, Zhihua Zhang, and Tong Zhang. Towards More Efficient SPSD Matrix Approximation and CUR Matrix Decomposition. Journal of Machine Learning Research, 17(210): 1-49, 2016.
- Shusen Wang, Luo Luo, and Zhihua Zhang. SPSD Matrix Approximation via Column Selection: Theories, Algorithms, and Extensions. Journal of Machine Learning Research, 17(49): 1-49, 2016.
- Shusen Wang and Zhihua Zhang. Improving CUR Matrix Decomposition and the Nystrom Approximation via Adaptive Sampling. Journal of Machine Learning Research, 14: 2729-2769, 2013.
- Zhihua Zhang, Dehua Liu, Guang Dai and Michael I. Jordan. Coherence Functions with Applications in Large-Margin Classification Methods. Journal of Machine Learning Research, 13: 2705-2734, 2012.
- Zhihua Zhang, S. Wang, D. Liu and M. I. Jordan. EP-GIG Priors and Applications in Bayesian Sparse Learning. Journal of Machine Learning Research, 13: 2031-2061, 2012.
