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02/22/2022
Adaptive Cholesky Gaussian Processes
We present a method to fit exact Gaussian process models to large datase...
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07/22/2021
Kernel-Matrix Determinant Estimates from stopped Cholesky Decomposition
Algorithms involving Gaussian processes or determinantal point processes...
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11/14/2019
Conjugate Gradients for Kernel Machines
Regularized least-squares (kernel-ridge / Gaussian process) regression i...
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10/08/2018
Probabilistic Linear Solvers: A Unifying View
Several recent works have developed a new, probabilistic interpretation ...
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05/23/2016