Department of Statistics
439 West Hall, 1085 South University Ave., Ann Arbor, MI 48109-1107
Phone: 734.763.3519
Fax: 734.763.4676
Shuheng Zhou
Assistant Professor of Statistics and Electrical Engineering and Computer Science
445B West Hall
Department of Statistics
University of Michigan
1085 South University
Ann Arbor, MI 48109-1107
Phone: (734) 764-7732
Fax: (734) 763-4676
E-Mail: shuhengz@umich.edu
Website: http://www-personal.umich.edu/~shuhengz/
Research Interests
Statistical learning theory/algorithms, high-dimensional large-scale modeling,
differential privacy and its statistical implications, convex optimization,
approximation and randomized algorithms, network and combinatorial optimization
Courses Taught
Statistics 426, Introduction to Theoretical Statistics
Statistics 711, Special Topics in Theoretical Statistics II
Education
Ph.D. Electrical and Computer Engineering, Carnegie Mellon University, 2006
Selected Publications
Shuheng Zhou (2009) Thresholding Procedures for High Dimensional Variable Selection and Statistical Estimation. In Journal submission. Extended abstract in 23rd Annual Conference on Neural Information Processing Systems, December 2009. conf version/arXiv 1002.1583.
Larry Wasserman and Shuheng Zhou (2010) Statistical Framework for Differential Privacy. Journal of the American Statistical Association in Mar 2010, Vol. 105, No. 489: 375--389. FREE DOWNLOAD as a featured JASA article.
Satish Rao and Shuheng Zhou (2010) Edge Disjoint Paths in Moderately Connected Graphs. SIAM Journal on Computing, 2010, Vol.39, No.5, Pages: 1856-1887. Extended abstract in International Colloquium on Automata, Languages and Programming (ICALP 06), Journal version/ Journal link.
Shuheng Zhou, John Lafferty and Larry Wasserman (2010) Time Varying Undirected Graphs. Machine Learning Journal Vol 80, Numbers 2--3, Pages 295--319. Sep. 2010 (invited), special issue for COLT 2008. Journal link/ conf version/ arXiv:0802.2758.
Shuheng Zhou, John Lafferty and Larry Wasserman (2009) Compressed and Privacy Sensitive Sparse Regression. IEEE Transactions on Information Theory, Vol.55, No.2, Pages: 846 -866, February 2009. Extended abstract titled "Compressed Regression" in the 21st Annual Conference on Neural Information Processing Systems. Journal link/ conf version/ arXiv:0706.0534.
T-H. Hubert Chan, Anupam Gupta, Bruce M. Maggs and Shuheng Zhou (2005) On Hierarchical Routing in Doubling Metrics. ACM-SIAM Symposium on Discrete Algorithms (SODA) 2005. PDF [199K].