articleFoundations and Trends® in Machine LearningNov 28, 2019GREEN OA

An Introduction to Variational Autoencoders

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Indexed inarxivcrossref

Abstract

Variational autoencoders provide a principled framework for learning deep latent-variable models and corresponding inference models. In this work, we provide an introduction to variational autoencoders and some important extensions.

Citation impact

2,469
total citations
FWCI
63.79
Percentile
100%
References
196
Citations per year

Authors

2

Topics & keywords

Keywords
  • Latent variable
  • Inference
  • Artificial intelligence
  • Computer science
  • Machine learning
  • Deep learning
  • Autoencoder
  • Variable (mathematics)
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