52 citations · 418 across the 59 of their papers we have counts for
4 papers · 1 filter
Robust Decoding from 1-Bit Compressive Sampling with Least Squares
Jian Huang, Yuling Jiao, Xiliang Lu +1
In 1-bit compressive sensing (1-bit CS) where target signal is coded into a binary measurement, one goal is to recover the signal from noisy and quantized samples. Mathematically,…
Preasymptotic Convergence of Randomized Kaczmarz Method
Yuling Jiao, Bangti Jin, Xiliang Lu
Kaczmarz method is one popular iterative method for solving inverse problems, especially in computed tomography. Recently, it was established that a randomized version of the metho…
Iterative Soft/Hard Thresholding with Homotopy Continuation for Sparse Recovery
Yuling Jiao, Bangti Jin, Xiliang Lu
In this note, we analyze an iterative soft / hard thresholding algorithm with homotopy continuation for recovering a sparse signal from noisy data of a noise level . Under…
A Constructive Approach to High-dimensional Regression
Jian Huang, Yuling Jiao, Yanyan Liu +1
We develop a constructive approach to estimating sparse, high-dimensional linear regression models. The approach is a computational algorithm motivated from the KKT conditions for…