450 citations · 557 across the 27 of their papers we have counts for
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Tuning-free multi-coil compressed sensing MRI with Parallel Variable Density Approximate Message Passing (P-VDAMP)
Charles Millard, Mark Chiew, Jared Tanner +2
Magnetic Resonance Imaging (MRI) has excellent soft tissue contrast but is hindered by an inherently slow data acquisition process. Compressed sensing, which reconstructs sparse si…
Compressed sensing of low-rank plus sparse matrices
Jared Tanner, Simon Vary
Expressing a matrix as the sum of a low-rank matrix plus a sparse matrix is a flexible model capturing global and local features in data popularized as Robust PCA (Candes et al., 2…
A robust parallel algorithm for combinatorial compressed sensing
Rodrigo Mendoza-Smith, Jared Tanner, Florian Wechsung
In previous work two of the authors have shown that a vector with at most nonzeros can be recovered from an expander sketch in $\mathcal{O}(\mathr…
Expander -Decoding
Rodrigo Mendoza-Smith, Jared Tanner
We introduce two new algorithms, Serial- and Parallel- for solving a large underdetermined linear system of equations when it is known tha…
Bounds of restricted isometry constants in extreme asymptotics: formulae for Gaussian matrices
Bubacarr Bah, Jared Tanner
Restricted Isometry Constants (RICs) provide a measure of how far from an isometry a matrix can be when acting on sparse vectors. This, and related quantities, provide a mechanism…