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Variational Implicit Processes

Published in Apollo (University of Cambridge) • Jan 1, 2019
NobleIDNI6P35W38R96S50
Authors:
Chao Ma
,
Yingzhen Li
,
José Miguel Hernández-Lobato

Abstract

We introduce the implicit processes (IPs), a stochastic process that places implicitly defined multivariate distributions over any finite collections of random variables. IPs are therefore highly flexible implicit priors over functions, with examples including data simulators, Bayesian neural networ...

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