Vecchia Approximations of Gaussian-Process Predictions

Gaussian processes (GPs) are highly flexible function estimators used for geospatial analysis, nonparametric regression, and machine learning, but they are computationally infeasible for large datasets. Vecchia approximations of GPs have been used to enable fast evaluation of the likelihood for para...

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Veröffentlicht in:	Journal of agricultural, biological, and environmental statistics biological, and environmental statistics, 2020-09, Vol.25 (3), p.383-414
Hauptverfasser:	Katzfuss, Matthias, Guinness, Joseph, Gong, Wenlong, Zilber, Daniel
Format:	Artikel
Sprache:	eng
Schlagworte:	Agriculture Analysis Biostatistics Chlorophyll Geospatial data Health Sciences Machine learning Mathematics and Statistics Medicine Monitoring/Environmental Analysis Statistics Statistics for Life Sciences
Online-Zugang:	Volltext
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