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Bayesiansk Moran's I×Bayesiansk rumlig autokorrelation×
FagområdeRumlig analyseRumlig analyse
FamilieRegression modelRegression model
Oprindelsesår1950 / 2000s1991
OphavspersonMoran (1950), Bayesian extension developed in spatial statistics literature (late 1990s–2000s)Besag, York & Mollie
TypeBayesian spatial autocorrelation testBayesian hierarchical spatial model
Oprindelig kildeHaining, R. (2003). Spatial Data Analysis: Theory and Practice. Cambridge University Press. ISBN: 9780521774611Besag, J., York, J., & Mollie, A. (1991). Bayesian image restoration, with two applications in spatial statistics. Annals of the Institute of Statistical Mathematics, 43(1), 1–20. DOI ↗
AliasserBayesian spatial autocorrelation test, Bayesian Moran statistic, Moran's I under Bayesian inference, Bayesian global spatial associationBayesian spatial dependence, Bayesian LISA, Bayesian spatial clustering, BSA
Relaterede66
ResuméBayesian 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 Autocorrelation embeds spatial dependence directly into a Bayesian hierarchical model. A Conditional Autoregressive (CAR) prior encodes the expectation that neighboring areas are more similar than distant ones, and posterior inference is obtained via MCMC. This approach is especially valuable in disease mapping, ecology, and regional science, where small-area estimates need borrowing strength across neighbors.
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ScholarGateSammenlign metoder: Bayesian Moran's I · Bayesian Spatial Autocorrelation. Hentet 2026-06-17 fra https://scholargate.app/da/compare