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बेयसियन यूनिवर्सल क्रीगिंग×यूनिवर्सल क्रिगिंग (प्रवृत्ति के साथ क्रिगिंग)×
क्षेत्रस्थानिक विश्लेषणस्थानिक विश्लेषण
परिवारRegression modelRegression model
उद्भव वर्ष1990s–2000s1969
प्रवर्तकDiggle, Tawn & Moyeed; Kitanidis; Handcock & SteinGeorges Matheron
प्रकारBayesian geostatistical interpolation with trendGeostatistical interpolation with spatial trend
मौलिक स्रोतDiggle, P. J., & Ribeiro, P. J. (2007). Model-Based Geostatistics. Springer. ISBN: 978-0387329079Matheron, G. (1963). Principles of geostatistics. Economic Geology, 58(8), 1246–1266. DOI ↗
उपनामBUK, Bayesian kriging with trend, Bayesian spatial interpolation with covariates, stochastic universal krigingkriging with a trend, kriging with drift, trend kriging, evrensel kriging
संबंधित63
सारांशBayesian 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.Universal kriging generalizes ordinary kriging to data whose mean varies systematically across space — a spatial trend or 'drift'. It models the mean as a function of the coordinates (or covariates) and krigs the residuals, so it can interpolate variables that drift in a preferred direction, such as temperature falling with latitude or a pollutant gradient, while still returning prediction variances.
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ScholarGateविधियों की तुलना करें: Bayesian Universal Kriging · Universal Kriging. 2026-06-18 को यहाँ से प्राप्त https://scholargate.app/hi/compare