Variational Information Bottleneck for Semi-Supervised Classification

In this paper, we consider an information bottleneck (IB) framework for semi-supervised classification with several families of priors on latent space representation. We apply a variational decomposition of mutual information terms of IB. Using this decomposition we perform an analysis of several re...

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Detalles Bibliográficos
Autores principales: Voloshynovskiy, Slava, Taran, Olga, Kondah, Mouad, Holotyak, Taras, Rezende, Danilo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7597214/
https://www.ncbi.nlm.nih.gov/pubmed/33286710
http://dx.doi.org/10.3390/e22090943

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7597214/
https://www.ncbi.nlm.nih.gov/pubmed/33286710
http://dx.doi.org/10.3390/e22090943

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