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Variational Information Bottleneck for Unsupervised Clustering: Deep Gaussian Mixture Embedding

In this paper, we develop an unsupervised generative clustering framework that combines the variational information bottleneck and the Gaussian mixture model. Specifically, in our approach, we use the variational information bottleneck method and model the latent space as a mixture of Gaussians. We...

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Bibliografske podrobnosti
izdano v:Entropy (Basel)
Main Authors: Uğur, Yiğit, Arvanitakis, George, Zaidi, Abdellatif
Format: Artigo
Jezik:Inglês
Izdano: MDPI 2020
Teme:
Online dostop:https://ncbi.nlm.nih.gov/pmc/articles/PMC7516645/
https://ncbi.nlm.nih.gov/pubmed/33285988
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3390/e22020213
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