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Apr, 2017
具有群集感知生成模型的半监督生成
Semi-Supervised Generation with Cluster-aware Generative Models
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Lars Maaløe, Marco Fraccaro, Ole Winther
TL;DR
本文介绍了Cluster-aware Generative Model这一基于深度生成模型的半监督学习方法，利用未标记的数据点探索数据自然聚类模式，同时引入部分带标记的数据对模型进行优化，有效提高了模型性能。该模型也能够在完全无监督的情况下实现优异的对数似然性能。
Abstract
deep generative models
trained with large amounts of unlabelled data have proven to be powerful within the domain of
unsupervised learning
. Many real life data sets contain a small amount of
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