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Bayesiaans Gewoon Kriging×Bayesian Universal Kriging×
VakgebiedRuimtelijke analyseRuimtelijke analyse
FamilieRegression modelRegression model
Jaar van ontstaan19931990s–2000s
GrondleggerHandcock & Stein (1993); Diggle & Ribeiro (2007)Diggle, Tawn & Moyeed; Kitanidis; Handcock & Stein
TypeBayesian geostatistical interpolationBayesian geostatistical interpolation with trend
Oorspronkelijke bronDiggle, P. J., & Ribeiro, P. J. (2007). Model-Based Geostatistics. Springer. ISBN: 978-0387329079Diggle, P. J., & Ribeiro, P. J. (2007). Model-Based Geostatistics. Springer. ISBN: 978-0387329079
AliassenBayesian kriging, BOK, geostatistical Bayesian interpolation, Bayesian spatial predictionBUK, Bayesian kriging with trend, Bayesian spatial interpolation with covariates, stochastic universal kriging
Verwant56
SamenvattingBayesian Ordinary Kriging is a geostatistical interpolation method that combines classical ordinary kriging with a Bayesian framework to jointly estimate the spatial covariance parameters and produce predictions at unsampled locations. Unlike plug-in kriging, it propagates uncertainty about variogram parameters through to the predictive distribution, yielding more honest uncertainty quantification.Bayesian Universal Kriging (BUK) extends classical universal kriging by placing prior distributions on trend coefficients and spatial covariance parameters, then propagating full posterior uncertainty into predictions. It interpolates spatially referenced continuous data while simultaneously estimating large-scale deterministic trends driven by covariates and small-scale stochastic spatial dependence, yielding prediction intervals that honestly account for both parameter and interpolation uncertainty.
ScholarGateGegevensset
  1. v1
  2. 2 Bronnen
  3. PUBLISHED
  1. v1
  2. 2 Bronnen
  3. PUBLISHED

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ScholarGateMethoden vergelijken: Bayesian Ordinary Kriging · Bayesian Universal Kriging. Geraadpleegd op 2026-06-17 via https://scholargate.app/nl/compare