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Jun, 2018
变分隐式过程
Variational Implicit Processes
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Chao Ma, Yingzhen Li, José Miguel Hernández-Lobato
TL;DR
提出了基于隐含过程的变分推断方法并在贝叶斯神经网络、高斯过程等复杂模型的不确定性估计和误差下降方面,相比现有的推断方法获得更好的结果。
Abstract
This paper introduces the variational
implicit processes
(VIPs), a Bayesian nonparametric method based on a class of highly flexible priors over functions. Similar to Gaussian processes (GPs), in
implicit processes
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