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Bayesovské lokální indikátory prostorové asociace (Bayesian LISA)×Bayesovská prostorová autokorelace×
OborProstorová analýzaProstorová analýza
RodinaRegression modelRegression model
Rok vzniku2000s–2010s1991
TvůrceExtension of Anselin (1995) LISA framework within Bayesian hierarchical modeling traditions (Banerjee, Carlin, Gelfand)Besag, York & Mollie
TypBayesian local spatial statisticBayesian hierarchical spatial model
Původní zdrojAnselin, 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 ↗
Další názvyBayesian LISA, Bayesian local spatial autocorrelation, Bayesian local Moran, B-LISABayesian spatial dependence, Bayesian LISA, Bayesian spatial clustering, BSA
Příbuzné66
ShrnutíBayesian 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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ScholarGatePorovnat metody: Bayesian Local Indicators of Spatial Association · Bayesian Spatial Autocorrelation. Získáno 2026-06-18 z https://scholargate.app/cs/compare