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Bayesian Universal Kriging×Ruumiiline autokorrelatsioon×
ValdkondRuumianalüüsRuumianalüüs
PerekondRegression modelRegression model
Tekkeaasta1990s–2000s1950
LoojaDiggle, Tawn & Moyeed; Kitanidis; Handcock & SteinP. A. P. Moran (global measure, 1950); Roy Geary (Geary's C, 1954); Luc Anselin (LISA, 1995)
TüüpBayesian geostatistical interpolation with trendSpatial statistic / exploratory spatial data analysis
AlgallikasDiggle, P. J., & Ribeiro, P. J. (2007). Model-Based Geostatistics. Springer. ISBN: 978-0387329079Moran, P. A. P. (1950). Notes on continuous stochastic phenomena. Biometrika, 37(1/2), 17–23. DOI ↗
RööpnimetusedBUK, Bayesian kriging with trend, Bayesian spatial interpolation with covariates, stochastic universal krigingspatial dependence, geographic autocorrelation, spatial clustering measure, SA
Seotud65
KokkuvõteBayesian 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.Spatial autocorrelation quantifies the degree to which a variable's values at nearby locations resemble each other more (positive autocorrelation) or less (negative autocorrelation) than expected by chance. Global indices such as Moran's I summarise the pattern across the entire study area, while local variants reveal clusters and outliers at the level of individual observations.
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ScholarGateVõrdle meetodeid: Bayesian Universal Kriging · Spatial Autocorrelation. Loetud 2026-06-17 aadressilt https://scholargate.app/et/compare