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math.NA2026
Blind error estimation for CUR approximation
Lorenzo Lazzarino, Katherine J. Pearce, Nathaniel Pritchard
Low-rank approximation is a fundamental tool for scalable matrix computations. While such approximations have classically been formed via the truncated SVD, recent advances in rand…
math.NA2026
Efficient error estimators for Generalized Nyström
Lorenzo Lazzarino, Katherine J. Pearce, Nathaniel Pritchard
Randomized algorithms in numerical linear algebra have proven to be effective in ameliorating issues of scalability when working with large matrices, efficiently producing accurate…