PriorVAE: encoding spatial priors with variational autoencoders for small-area estimation

Gaussian processes (GPs), implemented through multivariate Gaussian distributions for a finite collection of data, are the most popular approach in small-area spatial statistical modelling. In this context, they are used to encode correlation structures over space and can generalize well in interpol...

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Detalles Bibliográficos
Autores principales: Semenova, Elizaveta, Xu, Yidan, Howes, Adam, Rashid, Theo, Bhatt, Samir, Mishra, Swapnil, Flaxman, Seth
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2022
Materias:
Life Sciences–Mathematics interface
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9174721/
https://www.ncbi.nlm.nih.gov/pubmed/35673858
http://dx.doi.org/10.1098/rsif.2022.0094

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9174721/
https://www.ncbi.nlm.nih.gov/pubmed/35673858
http://dx.doi.org/10.1098/rsif.2022.0094

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