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Bayesovské krigovanie (modelovo-štatistická geostatistika)×Bayesovská priestorová regresia×
OdborPriestorová analýzaPriestorová analýza
RodinaRegression modelRegression model
Rok vzniku1993–19981990s–2000s
TvorcaDiggle, Tawn & Moyeed; Handcock & SteinBanerjee, Carlin & Gelfand (foundational treatment); building on Besag (1974) for lattice priors
TypBayesian spatial interpolationBayesian hierarchical regression
Pôvodný zdrojDiggle, 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 ↗Banerjee, S., Carlin, B. P., & Gelfand, A. E. (2015). Hierarchical Modeling and Analysis for Spatial Data (2nd ed.). CRC Press. ISBN: 978-1439819173
Ďalšie názvyBayesian geostatistics, model-based geostatistics, Bayesian spatial interpolation, stochastic krigingBayesian hierarchical spatial model, BSR, Bayesian geostatistical regression, Bayesian spatial linear model
Príbuzné53
ZhrnutieBayesian 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.Bayesian Spatial Regression embeds a spatially structured random effect into a regression framework and estimates all parameters — including spatial range and variance — through posterior inference rather than point estimation. It handles spatial autocorrelation, quantifies full predictive uncertainty, and accommodates small or irregular spatial datasets via hierarchical priors.
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ScholarGatePorovnať metódy: Bayesian Kriging · Bayesian Spatial Regression. Získané 2026-06-15 z https://scholargate.app/sk/compare