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06/06/2023
Kernel Quadrature with Randomly Pivoted Cholesky
This paper presents new quadrature rules for functions in a reproducing ...
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04/24/2023
Robust, randomized preconditioning for kernel ridge regression
This paper introduces two randomized preconditioning techniques for robu...
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01/19/2023
XTrace: Making the most of every sample in stochastic trace estimation
The implicit trace estimation problem asks for an approximation of the t...
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07/13/2022
Jackknife Variability Estimation For Randomized Matrix Computations
Randomized algorithms based on sketching have become a workhorse tool in...
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10/14/2021
A Theory of Quantum Subspace Diagonalization
Quantum subspace diagonalization methods are an exciting new class of al...
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06/21/2021