A Stein variational Newton method

Stein variational gradient descent (SVGD) was recently proposed as a general purpose nonparametric variational inference algorithm [Liu & Wang, NIPS 2016]: it minimizes the Kullback-Leibler divergence between the target distribution and its approximation by implementing a form of functional grad...

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Bibliographic Details
Main Authors: Marzouk, Youssef M, Spantini, Alessio
Other Authors: Massachusetts Institute of Technology. Department of Aeronautics and Astronautics
Format: Article
Language:English
Published: Curran Associates, Inc. 2020
Online Access:https://hdl.handle.net/1721.1/126535