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Jun, 2014
深度生成模型的半监督学习
Semi-Supervised Learning with Deep Generative Models
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Diederik P. Kingma, Danilo J. Rezende, Shakir Mohamed, Max Welling
TL;DR
利用迭代方法的变分技术，基于生成模型，研发半监督学习的新算法，解决现代数据分析中处理大规模非标记数据集挑战。深度生成模型与贝叶斯推理结合，灵活、高效、可拓展，为半监督学习提供了有力支持。
Abstract
The ever-increasing size of modern data sets combined with the difficulty of obtaining
label information
has made
semi-supervised learning
one of the problems of significant practical importance in modern
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