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Jun, 2023
变分高斯过程扩散过程
Variational Gaussian Process Diffusion Processes
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Prakhar Verma, Vincent Adam, Arno Solin
TL;DR
本文提出了一种基于连续指数族描述的高斯变分过程的参数化方法,利用凸优化算法来解决具有非线性扩散过程先验的潜在过程的生成模型下的概率推断和学习问题。
Abstract
diffusion processes
are a class of
stochastic differential equations
(SDEs) providing a rich family of expressive models that arise naturally in dynamic modelling tasks. Probabilistic inference and learning under
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