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Differentiable samplers for deep latent variable models

Latent variable models are a popular class of models in statistics. Combined with neural networks to improve their expressivity, the resulting deep latent variable models have also found numerous applications in machine learning. A drawback of these models is that their likelihood function is intrac...

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Detalles Bibliográficos
Autores principales: Doucet, Arnaud, Moulines, Eric, Thin, Achille
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10041350/
https://www.ncbi.nlm.nih.gov/pubmed/36970826
http://dx.doi.org/10.1098/rsta.2022.0147