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Crichetare bayesiană (Geostatistică bazată pe modele)×Krigingul Ordinar×
DomeniuAnaliză spațialăAnaliză spațială
FamilieRegression modelRegression model
Anul apariției1993–19981963
Autorul originalDiggle, Tawn & Moyeed; Handcock & SteinGeorges Matheron (formalising D.G. Krige's empirical work)
TipBayesian spatial interpolationGeostatistical interpolation
Sursa seminalăDiggle, P. J., Tawn, J. A., & Moyeed, R. A. (1998). Model-based geostatistics. Journal of the Royal Statistical Society: Series C (Applied Statistics), 47(3), 299–350. DOI ↗Matheron, G. (1963). Principles of geostatistics. Economic Geology, 58(8), 1246-1266. DOI ↗
Denumiri alternativeBayesian geostatistics, model-based geostatistics, Bayesian spatial interpolation, stochastic krigingOK, kriging interpolation, geostatistical interpolation, BLUE spatial predictor
Înrudite54
RezumatBayesian Kriging embeds classical geostatistical interpolation inside a full probabilistic framework. Instead of treating variogram parameters as fixed point estimates, it places prior distributions on them and updates these priors with observed spatial data to obtain a posterior distribution. Predictions at unsampled locations are then marginalised over this uncertainty, yielding honest predictive intervals that account for both spatial dependence and parameter uncertainty.Ordinary Kriging (OK) is the standard geostatistical method for interpolating a continuous spatial variable at unsampled locations. It derives optimal, unbiased weights from the spatial covariance structure of the data, making it the Best Linear Unbiased Predictor (BLUP) under stationarity assumptions. Unlike simpler distance-based methods, it also provides a prediction uncertainty (kriging variance) at every interpolated point.
ScholarGateSet de date
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  1. v1
  2. 2 Surse
  3. PUBLISHED

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ScholarGateCompară metode: Bayesian Kriging · Ordinary Kriging. Preluat la 2026-06-17 de pe https://scholargate.app/ro/compare