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20232026
most citedRobust Blockwise Random Pivoting: Fast and Accurate Adaptive Interpolative Decomposition

3 citations · 3 across the 7 of their papers we have counts for

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math.NA2025

Randomized Algorithms for Low-Rank Matrix and Tensor Decompositions

Katherine J. Pearce, Per-Gunnar Martinsson

This paper surveys randomized algorithms in numerical linear algebra for low-rank decompositions of matrices and tensors. The survey begins with a review of classical matrix algori…

math.NA2025

Randomized Block Low-Rank Matrix Compression by Tagging

Katherine J. Pearce, Anna Yesypenko, James Levitt +1

In this work, we present randomized compression algorithms for flat rank-structured matrices with shared bases, termed uniform Block Low-Rank (BLR) matrices. Our main contribution…