Separating Populations with Wide Data: A Spectral Analysis. - Avrim Blum; Amin Coja-Oghlan; Alan M. Frieze; Shuheng Zhou 002 (ISAAC, 2007)

Compressed Regression. - Shuheng Zhou 002; John D. Lafferty; Larry A. Wasserman (NIPS, 2007)

A rigorous analysis of population stratification with limited data. - Kamalika Chaudhuri; Eran Halperin; Satish Rao; Shuheng Zhou 002 (SODA, 2007)

Learning Balanced Mixtures of Discrete Distributions with Small Sample - Shuheng Zhou 002 (CoRR, 2008)

Differential privacy with compression. - Shuheng Zhou 002; Katrina Ligett; Larry A. Wasserman (ISIT, 2009)

Thresholding Procedures for High Dimensional Variable Selection and Statistical Estimation. - Shuheng Zhou 002 (NIPS, 2009)

Compressed and Privacy-Sensitive Sparse Regression. - Shuheng Zhou 002; John D. Lafferty; Larry A. Wasserman (IEEE Trans. Inf. Theory, 2009)

Time varying undirected graphs. - Shuheng Zhou 002; John D. Lafferty; Larry A. Wasserman (Mach. Learn., 2010)

Edge Disjoint Paths in Moderately Connected Graphs. - Satish Rao; Shuheng Zhou 002 (SIAM J. Comput., 2010)

High-dimensional Covariance Estimation Based On Gaussian Graphical Models. - Shuheng Zhou 002; Philipp Rütimann; Min Xu 010; Peter Bühlmann (J. Mach. Learn. Res., 2011)

Kronecker graphical lasso. - Theodoros Tsiligkaridis; Alfred O. Hero III; Shuheng Zhou 002 (SSP, 2012)

Reconstruction from Anisotropic Random Measurements. - Mark Rudelson; Shuheng Zhou 002 (COLT, 2012)

The Bigraphical Lasso. - Alfredo A. Kalaitzis; John D. Lafferty; Neil D. Lawrence; Shuheng Zhou 002 (ICML (3), 2013)

On Convergence of Kronecker Graphical Lasso Algorithms. - Theodoros Tsiligkaridis; Alfred O. Hero III; Shuheng Zhou 002 (IEEE Trans. Signal Process., 2013)

On Hierarchical Routing in Doubling Metrics. - T.-H. Hubert Chan; Anupam Gupta 001; Bruce M. Maggs; Shuheng Zhou 002 (ACM Trans. Algorithms, 2016)

Time-dependent spatially varying graphical models, with application to brain fMRI data analysis. - Kristjan H. Greenewald; Seyoung Park; Shuheng Zhou 002; Alexander Giessing (NIPS, 2017)

Precision Matrix Estimation with Noisy and Missing Data. - Roger Fan; Byoungwook Jang; Yuekai Sun; Shuheng Zhou 002 (AISTATS, 2019)

Developing an Interdisciplinary Data Science Program. - Mariam Salloum; Daniel R. Jeske; Wenxiu Ma; Vagelis Papalexakis; Christian R. Shelton; Vassilis J. Tsotras; Shuheng Zhou 002 (SIGCSE, 2021)

Semidefinite programming on population clustering: a global analysis. - Shuheng Zhou 002 (CoRR, 2023)

Sharper Rates of Convergence for the Tensor Graphical Lasso Estimator. - Shuheng Zhou 002; Kristjan H. Greenewald (ISIT, 2024)

Debiasing and a local analysis for population clustering using semidefinite programming. - Shuheng Zhou 002 (CoRR, 2024)