Positively weighted kernel quadrature via subsampling

We study kernel quadrature rules with convex weights. Our approach combines the spectral properties of the kernel with recombination results about point measures. This results in effective algorithms that construct convex quadrature rules using only access to i.i.d. samples from the underlying measu...

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Bibliographic Details
Main Authors: Hayakawa, S, Oberhauser, H, Lyons, T
Format: Conference item
Language:English
Published: Curran Associates 2023