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• W3127853485 abstract "This paper presents the development of a spatial block-Nearest Neighbor Gaussian process (block-NNGP) for location-referenced large spatial data. The key idea behind this approach is to divide the spatial domain into several blocks which are dependent under some constraints. The cross-blocks capture the large-scale spatial dependence, while each block captures the small-scale spatial dependence. The resulting block-NNGP enjoys Markov properties reflected on its sparse precision matrix. It is embedded as a prior within the class of latent Gaussian models, thus Bayesian inference is obtained using the integrated nested Laplace approximation (INLA). The performance of the block-NNGP is illustrated on simulated examples and massive real data for locations in the order of $10^4$." @default.
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• W3127853485 date "2019-08-18" @default.
• W3127853485 modified "2023-09-28" @default.
• W3127853485 title "Fast Bayesian inference of Block Nearest Neighbor Gaussian process for large data" @default.
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• W3127853485 hasPublicationYear "2019" @default.
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