Shandian Zhe


About Me

I am currently a Ph.D student in Computer Science Department of Purdue University supervised by Prof. Alan Qi. I received my bachelor of engineering degree in computer science from Beijing University of Aeronautics & Astronautics (BUAA) and my master degree in software and theory from Inistuite of Computing Technology, Chinese Academy of Sciences (CAS).

Email: szhe at purdue.edu
Address: Lawson 2149-22, 305 N. University Street, West Lafayette, IN 47907-2107

Research Interest

Statisical machine learning, mainly in sparse modeling in Bayesian networks and non-parametric Bayesian learning (e.g. Gaussian process). I am also interested in applications of machine learning in Bioinformatics, NLP, information retrieval and social networks.


Publication

  • Shandian Zhe, S. A.Z. Naqvi, Yifan Yang and Alan Qi, Joint Network and Node Selection for Pathway-based Genomic Data Analysis.(submiited to Bioinformatics Oxford)
  • Shandian Zhe, Zenglin Xu, Alan Qi. Supervised Heterogeneous Multiview Learning with Application to Simultaneous Association Discovery and Disease Diagnosis. (submitted to AISTATS 2012)
  • Shandian Zhe, Tian Xia, Xueqi Cheng, Modeling Users ' Information Goal Transitions and Satisfaction Judgment: Understanding The Full Search Process, In Proceeding of 2010 conference on Web Intelligence (WIC 2010).
  • Tian Xia, Shandian Zhe, Jinsong Su, Qun Liu: Conditional Random Fields for Machine Translation System Combination. Int. J. of Asian Lang. Proc. 21(3): 83-94 (2011)
  • Tian Xia, Shandian Zhe, Zongcheng Ji, Qun Liu. Bi-Directional Alignment for System Combination, International Conference on Asian Language Processing (IALP 2010)

Source Code

  • A simple yet effective variational inference of Spike and Slab model for binary classification: [Download]
  • NaNOS, joint network and node selection for pathway-based genomic data analysis: [Download]