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Байесов универсален крийгинг×Байесов обикновен кригинг×
ОбластПространствен анализПространствен анализ
СемействоRegression modelRegression model
Година на възникване1990s–2000s1993
СъздателDiggle, Tawn & Moyeed; Kitanidis; Handcock & SteinHandcock & Stein (1993); Diggle & Ribeiro (2007)
ТипBayesian geostatistical interpolation with trendBayesian geostatistical interpolation
Основополагащ източникDiggle, 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
Други названияBUK, Bayesian kriging with trend, Bayesian spatial interpolation with covariates, stochastic universal krigingBayesian kriging, BOK, geostatistical Bayesian interpolation, Bayesian spatial prediction
Свързани65
РезюмеBayesian 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.Bayesian 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.
ScholarGateНабор от данни
  1. v1
  2. 2 Източници
  3. PUBLISHED
  1. v1
  2. 2 Източници
  3. PUBLISHED

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ScholarGateСравнение на методи: Bayesian Universal Kriging · Bayesian Ordinary Kriging. Извлечено на 2026-06-18 от https://scholargate.app/bg/compare