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Stein Variational Gradient Descent with Matrix-Valued Kernels

Stein variational gradient descent (SVGD) is a particle-based inference algorithm that leverages gradient information for efficient approximate inference. In this work, we enhance SVGD by leveraging preconditioning matrices, such as the Hessian and Fisher information matrix, to incorporate geometric...

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Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Cyhoeddwyd yn:Adv Neural Inf Process Syst
Prif Awduron: Wang, Dilin, Tang, Ziyang, Bajaj, Chandrajit, Liu, Qiang
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: 2019
Pynciau:
Mynediad Ar-lein:https://ncbi.nlm.nih.gov/pmc/articles/PMC6923147/
https://ncbi.nlm.nih.gov/pubmed/31857781
Tagiau: Ychwanegu Tag
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