Combining Deep Generative and Discriminative Models for Bayesian Semi-Supervised Learning

Jonathan Gordon,José Miguel Hernández-Lobato

Pattern Recognition（2020）

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摘要

•Modelling framwork that enables Bayesian semi-supervised learning.•Bayesian semi-supervised improves overall performance and uncertainty calibration.•Models generalize standard deep generative models for semi-supervised learning.

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关键词

Probabilistic models,Semi-supervised learning,Variational autoencoders,Predictive uncertainty

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