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Efficient algorithms for Bayesian Nearest Neighbor Gaussian Processes

We consider alternate formulations of recently proposed hierarchical Nearest Neighbor Gaussian Process (NNGP) models (Datta et al., 2016a) for improved convergence, faster computing time, and more robust and reproducible Bayesian inference. Algorithms are defined that improve CPU memory management a...

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Detalhes bibliográficos
Publicado no:J Comput Graph Stat
Main Authors: Finley, Andrew O., Datta, Abhirup, Cook, Bruce C., Morton, Douglas C., Andersen, Hans E., Banerjee, Sudipto
Formato: Artigo
Idioma:Inglês
Publicado em: 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6753955/
https://ncbi.nlm.nih.gov/pubmed/31543693
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1080/10618600.2018.1537924
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