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math.NA2019
Perturbations of CUR Decompositions
Keaton Hamm, Longxiu Huang
The CUR decomposition is a factorization of a low-rank matrix obtained by selecting certain column and row submatrices of it. We perform a thorough investigation of what happens to…
math.NA2019
Perspectives on CUR Decompositions
Keaton Hamm, Longxiu Huang
This note discusses an interesting matrix factorization called the CUR Decomposition. We illustrate various viewpoints of this method by comparing and contrasting them in different…
math.NA2019
CUR Decompositions, Approximations, and Perturbations
Keaton Hamm, Longxiu Huang
This article discusses a useful tool in dimensionality reduction and low-rank matrix approximation called the CUR decomposition. Various viewpoints of this method in the literature…