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Spatial mapping with Gaussian processes and nonstationary Fourier features

The use of covariance kernels is ubiquitous in the field of spatial statistics. Kernels allow data to be mapped into high-dimensional feature spaces and can thus extend simple linear additive methods to nonlinear methods with higher order interactions. However, until recently, there has been a stron...

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Bibliografiske detaljer
Udgivet i:Spat Stat
Main Authors: Ton, Jean-Francois, Flaxman, Seth, Sejdinovic, Dino, Bhatt, Samir
Format: Artigo
Sprog:Inglês
Udgivet: Elsevier B.V 2018
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC6472673/
https://ncbi.nlm.nih.gov/pubmed/31008043
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.spasta.2018.02.002
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