1.1k citations · 1.7k across the 21 of their papers we have counts for
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cs.IT2016★ 58 cited
Rapid, Robust, and Reliable Blind Deconvolution via Nonconvex Optimization
Xiaodong Li, Shuyang Ling, Thomas Strohmer +1
We study the question of reconstructing two signals and from their convolution . This problem, known as {\em blind deconvolution}, pervades many areas of scien…
math.ST2016★ 4 cited
Subspace Perspective on Canonical Correlation Analysis: Dimension Reduction and Minimax Rates
Zhuang Ma, Xiaodong Li
Canonical correlation analysis (CCA) is a fundamental statistical tool for exploring the correlation structure between two sets of random variables. In this paper, motivated by rec…
math.ST2016★ 9 cited
Convexified Modularity Maximization for Degree-corrected Stochastic Block Models
Yudong Chen, Xiaodong Li, Jiaming Xu
The stochastic block model (SBM) is a popular framework for studying community detection in networks. This model is limited by the assumption that all nodes in the same community a…