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11/23/2022
Parallel Randomized Tucker Decomposition Algorithms
The Tucker tensor decomposition is a natural extension of the singular v...
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12/20/2021
CP Decomposition for Tensors via Alternating Least Squares with QR Decomposition
The CP tensor decomposition is used in applications such as machine lear...
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07/27/2021
Efficient randomized tensor-based algorithms for function approximation and low-rank kernel interactions
In this paper, we introduce a method for multivariate function approxima...
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03/26/2020
Efficient Randomized Algorithms for Subspace System Identification
Eigensystem Realization Algorithm (ERA) is a data-driven approach for su...
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05/17/2019