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Bayesian Local Indicators of Spatial Association (Bayesian LISA)×Bayesiansk romlig autokorrelasjon×
FagfeltRomlig analyseRomlig analyse
FamilieRegression modelRegression model
Opprinnelsesår2000s–2010s1991
OpphavspersonExtension of Anselin (1995) LISA framework within Bayesian hierarchical modeling traditions (Banerjee, Carlin, Gelfand)Besag, York & Mollie
TypeBayesian local spatial statisticBayesian hierarchical spatial model
Opprinnelig kildeAnselin, L. (1995). Local indicators of spatial association—LISA. Geographical Analysis, 27(2), 93–115. DOI ↗Besag, 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 ↗
AliasBayesian LISA, Bayesian local spatial autocorrelation, Bayesian local Moran, B-LISABayesian spatial dependence, Bayesian LISA, Bayesian spatial clustering, BSA
Relaterte66
SammendragBayesian Local Indicators of Spatial Association extend the classical LISA framework by embedding local spatial association statistics within a Bayesian hierarchical model. Rather than relying on asymptotic permutation-based significance tests, this approach places prior distributions on spatial parameters and derives posterior probabilities that a location is part of a genuine spatial cluster, accounting for uncertainty and borrowing strength across nearby units.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 Local Indicators of Spatial Association · Bayesian Spatial Autocorrelation. Hentet 2026-06-19 fra https://scholargate.app/no/compare