78 citations · 206 across the 26 of their papers we have counts for
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math.ST2015
A Unified Theory of Confidence Regions and Testing for High Dimensional Estimating Equations
Matey Neykov, Yang Ning, Jun S. Liu +1
We propose a new inferential framework for constructing confidence regions and testing hypotheses in statistical models specified by a system of high dimensional estimating equatio…
stat.ML2015★ 21 cited
Local and Global Inference for High Dimensional Nonparanormal Graphical Models
Quanquan Gu, Yuan Cao, Yang Ning +1
This paper proposes a unified framework to quantify local and global inferential uncertainty for high dimensional nonparanormal graphical models. In particular, we consider the pro…
stat.ML2015★ 32 cited
High Dimensional Expectation-Maximization Algorithm: Statistical Optimization and Asymptotic Normality
Zhaoran Wang, Quanquan Gu, Yang Ning +1
We provide a general theory of the expectation-maximization (EM) algorithm for inferring high dimensional latent variable models. In particular, we make two contributions: (i) For…