BriefGPT.xyz
Oct, 2019
参数高斯过程回归器
Sparse Gaussian Process Regression Beyond Variational Inference
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Martin Jankowiak, Geoff Pleiss, Jacob R. Gardner
TL;DR
提出了两种可扩展的高斯过程回归方法,通过应用变分推断和直接处理后验预测分布来改善模型预测不确定性。
Abstract
The combination of inducing point methods with
stochastic variational inference
has enabled approximate
gaussian process
(GP) inference on large datasets. Unfortunately, the resulting predictive distributions oft
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