| Optimal rates of convergence for covariance matrix estimation TT Cai, CH Zhang, HH Zhou | 557 | 2010 |
| Asymptotic normality and optimalities in estimation of large Gaussian graphical models Z Ren, T Sun, CH Zhang, HH Zhou | 288 | 2015 |
| Optimal rates of convergence for sparse covariance matrix estimation TT Cai, HH Zhou | 284 | 2012 |
| Achieving optimal misclassification proportion in stochastic block models C Gao, Z Ma, AY Zhang, HH Zhou Journal of Machine Learning Research 18 (60), 1-45, 2017 | 282 | 2017 |
| Rate-optimal graphon estimation C Gao, Y Lu, HH Zhou | 257 | 2015 |
| Estimating structured high-dimensional covariance and precision matrices: Optimal rates and adaptive estimation TT Cai, Z Ren, HH Zhou | 251 | 2016 |
| Minimax rates of community detection in stochastic block models AY Zhang, HH Zhou | 240 | 2016 |
| Estimating sparse precision matrix: Optimal rates of convergence and adaptive estimation TT Cai, W Liu, HH Zhou | 233 | 2016 |
| False discovery rate control with groups JX Hu, H Zhao, HH Zhou Journal of the American Statistical Association 105 (491), 1215-1227, 2010 | 201 | 2010 |
| Community detection in degree-corrected block models C Gao, Z Ma, AY Zhang, HH Zhou | 192 | 2018 |
| Sparse CCA: Adaptive estimation and computational barriers C Gao, Z Ma, HH Zhou The Annals of Statistics, 2074-2101, 2017 | 168 | 2017 |
| Statistical and computational guarantees of lloyd's algorithm and its variants Y Lu, HH Zhou arXiv preprint arXiv:1612.02099, 2016 | 160 | 2016 |
| Minimax estimation of large covariance matrices under ℓ 1-norm TT Cai, HH Zhou Statistica Sinica, 1319-1349, 2012 | 145 | 2012 |
| A data-driven block thresholding approach to wavelet estimation TT Cai, HH Zhou | 129 | 2009 |
| Optimal rates of convergence for estimating Toeplitz covariance matrices TT Cai, Z Ren, HH Zhou Probability Theory and Related Fields 156 (1), 101-143, 2013 | 115 | 2013 |
| Optimality of spectral clustering in the Gaussian mixture model M Löffler, AY Zhang, HH Zhou The Annals of Statistics 49 (5), 2506-2530, 2021 | 93 | 2021 |
| Law of log determinant of sample covariance matrix and optimal estimation of differential entropy for high-dimensional Gaussian distributions TT Cai, T Liang, HH Zhou Journal of Multivariate Analysis 137, 161-172, 2015 | 91 | 2015 |
| The root–unroot algorithm for density estimation as implemented via wavelet block thresholding L Brown, T Cai, R Zhang, L Zhao, H Zhou Probability theory and related fields 146, 401-433, 2010 | 84 | 2010 |
| Theoretical and computational guarantees of mean field variational inference for community detection AY Zhang, HH Zhou The Annals of Statistics 48 (5), 2575-2598, 2020 | 80 | 2020 |
| Optimal sparse volatility matrix estimation for high-dimensional Itô processes with measurement errors M Tao, Y Wang, HH Zhou | 77 | 2013 |
