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math.ST2020
II. High Dimensional Estimation under Weak Moment Assumptions: Structured Recovery and Matrix Estimation
Xiaohan Wei
The purpose of this thesis is to develop new theories on high-dimensional structured signal recovery under a rather weak assumption on the measurements that only a finite number of…
math.ST2016★ 11 cited
Structured signal recovery from non-linear and heavy-tailed measurements
Larry Goldstein, Stanislav Minsker, Xiaohan Wei
We study high-dimensional signal recovery from non-linear measurements with design vectors having elliptically symmetric distribution. Special attention is devoted to the situation…