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Bayesiansk Moran's I×Bayesiansk romlig regresjon×
FagfeltRomlig analyseRomlig analyse
FamilieRegression modelRegression model
Opprinnelsesår1950 / 2000s1990s–2000s
OpphavspersonMoran (1950), Bayesian extension developed in spatial statistics literature (late 1990s–2000s)Banerjee, Carlin & Gelfand (foundational treatment); building on Besag (1974) for lattice priors
TypeBayesian spatial autocorrelation testBayesian hierarchical regression
Opprinnelig kildeHaining, R. (2003). Spatial Data Analysis: Theory and Practice. Cambridge University Press. ISBN: 9780521774611Banerjee, S., Carlin, B. P., & Gelfand, A. E. (2015). Hierarchical Modeling and Analysis for Spatial Data (2nd ed.). CRC Press. ISBN: 978-1439819173
AliasBayesian spatial autocorrelation test, Bayesian Moran statistic, Moran's I under Bayesian inference, Bayesian global spatial associationBayesian hierarchical spatial model, BSR, Bayesian geostatistical regression, Bayesian spatial linear model
Relaterte63
SammendragBayesian Moran's I embeds the classical Moran's I spatial autocorrelation test within a Bayesian probabilistic framework. Rather than producing a single p-value, it yields a posterior distribution over the spatial autocorrelation parameter, enabling uncertainty quantification, incorporation of prior knowledge, and more principled inference in small or irregular spatial datasets.Bayesian Spatial Regression embeds a spatially structured random effect into a regression framework and estimates all parameters — including spatial range and variance — through posterior inference rather than point estimation. It handles spatial autocorrelation, quantifies full predictive uncertainty, and accommodates small or irregular spatial datasets via hierarchical priors.
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ScholarGateSammenlign metoder: Bayesian Moran's I · Bayesian Spatial Regression. Hentet 2026-06-15 fra https://scholargate.app/no/compare