Shusen Wang


PhD student of computer science,
College of Computer Science & Technology ,
Zhejiang Universty, Hangzhou, China.

Contact:

My new home page is at: http://wangshusen.github.io/



About me [CV]

I work with Prof. Zhihua Zhang on machine learning at Zhejiang University. I got my bachelor degree from Zhejiang University.

 


Research Interests

Machine learning, especially matrix analysis and convex optimization.
  • randomized matrix approximation
  • sparse and low-rank matrix recovery


Education

  • From 09/2011: PhD student, College of Computer Science & Technology, Zhejiang University, China. Supervised by Prof. Zhihua Zhang.
  • 08/2007 - 07/2011: B.Eng. College of Computer Science & Technology, Zhejiang University, China.


Experience

  • 05/2014 - present: Full-time research intern, Baidu Big Data Lab, Beijing, China. Work with Prof. Tong Zhang
  • 02/2012 - 08/2012: Full-time research intern, Google Research, Beijing, China.
  • 08/2011 - 02/2012: Full-time intern, Microsoft Research Asia (MSRA), Beijing, China. Work with Dr. Yangqiu Song


Selected Publications [Full List] [Google Scholar]

  • Improving CUR Matrix Decomposition and the Nystrom Approximation via Adaptive Sampling.
    Shusen Wang and Zhihua Zhang.
    Journal of Machine Learning Research, 14: 2729-2769, 2013. (JMLR 2013).
    [arXiv:1303.4207] [bib] [code of the "near-optimal column selection algorithm"]

  • EP-GIG Priors and Applications in Bayesian Sparse Learning.
    Zhihua Zhang, Shusen Wang, Dehua Liu, and Michael I. Jordan.
    Journal of Machine Learning Research, 13: 2031-2061, 2012. (JMLR 2012).
    [pdf] [bib]

  • SPSD Matrix Approximation vis Column Selection: Theories, Algorithms, and Extensions.
    Shusen Wang, Luo Luo, and Zhihua Zhang.
    arXiv Preprint, arXiv:1406.5675, 2014.

  • Towards More Efficient Nystrom Approximation and CUR Matrix Decomposition.
    Shusen Wang, Zhihua Zhang, and Tong Zhang.
    arXiv Preprint, arXiv:1503.08395, 2015.

  • Improved Analyses of the Randomized Power Method and Block Lanczos Method.
    Shusen Wang, Zhihua Zhang, and Tong Zhang.
    arXiv Preprint, arXiv:1508.06429, 2015.


Tutorials


Honors & Awards



Last update: 2015-05-29

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