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Bayesian Ordinary Kriging×Crichetare bayesiană (Geostatistică bazată pe modele)×
DomeniuAnaliză spațialăAnaliză spațială
FamilieRegression modelRegression model
Anul apariției19931993–1998
Autorul originalHandcock & Stein (1993); Diggle & Ribeiro (2007)Diggle, Tawn & Moyeed; Handcock & Stein
TipBayesian geostatistical interpolationBayesian spatial interpolation
Sursa seminalăDiggle, P. J., & Ribeiro, P. J. (2007). Model-Based Geostatistics. Springer. ISBN: 978-0387329079Diggle, P. J., Tawn, J. A., & Moyeed, R. A. (1998). Model-based geostatistics. Journal of the Royal Statistical Society: Series C (Applied Statistics), 47(3), 299–350. DOI ↗
Denumiri alternativeBayesian kriging, BOK, geostatistical Bayesian interpolation, Bayesian spatial predictionBayesian geostatistics, model-based geostatistics, Bayesian spatial interpolation, stochastic kriging
Înrudite55
RezumatBayesian 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 Kriging embeds classical geostatistical interpolation inside a full probabilistic framework. Instead of treating variogram parameters as fixed point estimates, it places prior distributions on them and updates these priors with observed spatial data to obtain a posterior distribution. Predictions at unsampled locations are then marginalised over this uncertainty, yielding honest predictive intervals that account for both spatial dependence and parameter uncertainty.
ScholarGateSet de date
  1. v1
  2. 2 Surse
  3. PUBLISHED
  1. v1
  2. 2 Surse
  3. PUBLISHED

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ScholarGateCompară metode: Bayesian Ordinary Kriging · Bayesian Kriging. Preluat la 2026-06-17 de pe https://scholargate.app/ro/compare