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बायेसियन ऑर्डिनरी क्रिगिंग×बेयसियन यूनिवर्सल क्रीगिंग×
क्षेत्रस्थानिक विश्लेषणस्थानिक विश्लेषण
परिवारRegression modelRegression model
उद्भव वर्ष19931990s–2000s
प्रवर्तकHandcock & Stein (1993); Diggle & Ribeiro (2007)Diggle, Tawn & Moyeed; Kitanidis; Handcock & Stein
प्रकारBayesian geostatistical interpolationBayesian geostatistical interpolation with trend
मौलिक स्रोतDiggle, P. J., & Ribeiro, P. J. (2007). Model-Based Geostatistics. Springer. ISBN: 978-0387329079Diggle, P. J., & Ribeiro, P. J. (2007). Model-Based Geostatistics. Springer. ISBN: 978-0387329079
उपनामBayesian kriging, BOK, geostatistical Bayesian interpolation, Bayesian spatial predictionBUK, Bayesian kriging with trend, Bayesian spatial interpolation with covariates, stochastic universal kriging
संबंधित56
सारांशBayesian 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 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.
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  1. v1
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  3. PUBLISHED

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ScholarGateविधियों की तुलना करें: Bayesian Ordinary Kriging · Bayesian Universal Kriging. 2026-06-18 को यहाँ से प्राप्त https://scholargate.app/hi/compare