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math.NA2024
Tensor Decomposition Meets RKHS: Efficient Algorithms for Smooth and Misaligned Data
Brett W. Larsen, Tamara G. Kolda, Anru R. Zhang +1
The canonical polyadic (CP) tensor decomposition decomposes a multidimensional data array into a sum of outer products of finite-dimensional vectors. Instead, we can replace some o…
math.NA2022
Revisiting Approximate Leverage Score Sketching for Matrix Least Squares
Brett W. Larsen, Tamara G. Kolda
We revisit the problem of sketching using approximate leverage scores for matrix least squares problems of the form where the design matrix $A \in \mathbb{R}^{N…