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Bayesian Co-Kriging×Co-kriging: Monimuuttujainen geostatistinen interpolointi×
TieteenalaSpatiaalianalyysiSpatiaalianalyysi
MenetelmäperheRegression modelRegression model
Syntyvuosi1990s–2000s1965-1978
KehittäjäGelfand, Banerjee & colleagues; building on Matheron's cokriging frameworkMatheron, G.; extended by Journel & Huijbregts
TyyppiBayesian spatial interpolationGeostatistical interpolation
AlkuperäislähdeDiggle, P. J., & Ribeiro, P. J. (2007). Model-Based Geostatistics. Springer. ISBN: 978-0387329079Journel, A. G., & Huijbregts, C. J. (1978). Mining Geostatistics. Academic Press, London. ISBN: 978-0123910561
RinnakkaisnimetBayesian cokriging, Bayesian co-regionalization, BCK, Bayesian multivariate krigingcokriging, co-regionalization kriging, multivariate kriging, CK
Liittyvät55
TiivistelmäBayesian 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.Co-kriging is a geostatistical interpolation technique that predicts the spatial distribution of a primary variable by leveraging its spatial cross-correlation with one or more secondary (co-) variables. It extends ordinary kriging to multivariate settings, yielding more accurate predictions when the secondary variable is more densely sampled or spatially correlated with the primary variable of interest.
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ScholarGateVertaile menetelmiä: Bayesian Co-Kriging · Co-kriging. Haettu 2026-06-18 osoitteesta https://scholargate.app/fi/compare