259 citations · 1.2k across the 51 of their papers we have counts for
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math.NA2017
Randomized CP Tensor Decomposition
N. Benjamin Erichson, Krithika Manohar, Steven L. Brunton +1
The CANDECOMP/PARAFAC (CP) tensor decomposition is a popular dimensionality-reduction method for multiway data. Dimensionality reduction is often sought after since many high-dimen…
math.NA2017★ 127 cited
Randomized Dynamic Mode Decomposition
N. Benjamin Erichson, Lionel Mathelin, Steven L. Brunton +1
This paper presents a randomized algorithm for computing the near-optimal low-rank dynamic mode decomposition (DMD). Randomized algorithms are emerging techniques to compute low-ra…