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Bayesian Co-Kriging×Crichetare bayesiană (Geostatistică bazată pe modele)×
DomeniuAnaliză spațialăAnaliză spațială
FamilieRegression modelRegression model
Anul apariției1990s–2000s1993–1998
Autorul originalGelfand, Banerjee & colleagues; building on Matheron's cokriging frameworkDiggle, Tawn & Moyeed; Handcock & Stein
TipBayesian spatial 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 cokriging, Bayesian co-regionalization, BCK, Bayesian multivariate krigingBayesian geostatistics, model-based geostatistics, Bayesian spatial interpolation, stochastic kriging
Înrudite55
RezumatBayesian Co-Kriging is a multivariate geostatistical method that uses auxiliary spatially correlated variables to improve predictions of a primary variable of interest. By placing Bayesian priors on cross-covariance parameters, it propagates all uncertainty — including parameter uncertainty — into the prediction intervals, yielding fully probabilistic maps with calibrated uncertainty bounds.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 Co-Kriging · Bayesian Kriging. Preluat la 2026-06-17 de pe https://scholargate.app/ro/compare