BriefGPT.xyz
Sep, 2019
深度高斯过程中的组合不确定性
Compositional uncertainty in deep Gaussian processes
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Ivan Ustyuzhaninov, Ieva Kazlauskaite, Markus Kaiser, Erik Bodin, Neill D. F. Campbell...
TL;DR
本文介绍了高斯过程和深度高斯过程,并探讨了用于近似贝叶斯推断的不同变分推断模型及其优点和局限性。
Abstract
gaussian processes
(GPs) are nonparametric priors over functions, and fitting a GP to the data implies computing the posterior distribution of the functions consistent with the observed data. Similarly, deep
gaussian pr
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