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07/05/2022
Numerical considerations and a new implementation for ICS
Invariant Coordinate Selection (ICS) is a multivariate data transformati...
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12/21/2020
Predicting the Critical Number of Layers for Hierarchical Support Vector Regression
Hierarchical support vector regression (HSVR) models a function from dat...
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06/21/2020
Applications of Koopman Mode Analysis to Neural Networks
We consider the training process of a neural network as a dynamical syst...
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06/04/2020
Numerical methods for accurate computation of the eigenvalues of Hermitian matrices and the singular values of general matrices
This paper offers a review of numerical methods for computation of the e...
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10/12/2019
New robust ScaLAPACK routine for computing the QR factorization with column pivoting
In this note we describe two modifications of the ScaLAPACK subroutines ...
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09/30/2019
Learning low-dimensional dynamical-system models from noisy frequency-response data with Loewner rational interpolation
Loewner rational interpolation provides a versatile tool to learn low-di...
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11/30/2018
On least squares problems with certain Vandermonde--Khatri--Rao structure with applications to DMD
This paper proposes a new computational method for solving structured le...
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08/21/2017