114 citations · 171 across the 6 of their papers we have counts for
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math.NA2015★ 5 cited
An Iteratively Reweighted Least Squares Algorithm for Sparse Regularization
Sergey Voronin, Ingrid Daubechies
We present a new algorithm and the corresponding convergence analysis for the regularization of linear inverse problems with sparsity constraints, applied to a new generalized spar…
math.NA2015
A randomized blocked algorithm for efficiently computing rank-revealing factorizations of matrices
Per-Gunnar Martinsson, Sergey Voronin
This manuscript describes a technique for computing partial rank-revealing factorizations, such as, e.g, a partial QR factorization or a partial singular value decomposition. The m…
math.NA2015★ 26 cited
RSVDPACK: An implementation of randomized algorithms for computing the singular value, interpolative, and CUR decompositions of matrices on multi-core and GPU architectures
Sergey Voronin, Per-Gunnar Martinsson
RSVDPACK is a library of functions for computing low rank approximations of matrices. The library includes functions for computing standard (partial) factorizations such as the Sin…