Matches in SemOpenAlex for { <https://semopenalex.org/work/W2895988446> ?p ?o ?g. }
- W2895988446 abstract "This paper proposes and studies a numerical method for approximation of posterior expectations based on interpolation with a Stein reproducing kernel. Finite-sample-size bounds on the approximation error are established for posterior distributions supported on a compact Riemannian manifold, and we relate these to a kernel Stein discrepancy (KSD). Moreover, we prove in our setting that the KSD is equivalent to Sobolev discrepancy and, in doing so, we completely characterise the convergence-determining properties of KSD. Our contribution is rooted in a novel combination of Stein's method, the theory of reproducing kernels, and existence and regularity results for partial differential equations on a Riemannian manifold." @default.
- W2895988446 created "2018-10-26" @default.
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- W2895988446 date "2018-10-14" @default.
- W2895988446 modified "2023-09-27" @default.
- W2895988446 title "A Riemannian-Stein Kernel method" @default.
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