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Bayesian Spatial Autocorrelation×Ruumiiline autokorrelatsioon×
ValdkondRuumianalüüsRuumianalüüs
PerekondRegression modelRegression model
Tekkeaasta19911950
LoojaBesag, York & MollieP. A. P. Moran (global measure, 1950); Roy Geary (Geary's C, 1954); Luc Anselin (LISA, 1995)
TüüpBayesian hierarchical spatial modelSpatial statistic / exploratory spatial data analysis
AlgallikasBesag, 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 ↗Moran, P. A. P. (1950). Notes on continuous stochastic phenomena. Biometrika, 37(1/2), 17–23. DOI ↗
RööpnimetusedBayesian spatial dependence, Bayesian LISA, Bayesian spatial clustering, BSAspatial dependence, geographic autocorrelation, spatial clustering measure, SA
Seotud65
KokkuvõteBayesian 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.Spatial autocorrelation quantifies the degree to which a variable's values at nearby locations resemble each other more (positive autocorrelation) or less (negative autocorrelation) than expected by chance. Global indices such as Moran's I summarise the pattern across the entire study area, while local variants reveal clusters and outliers at the level of individual observations.
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ScholarGateVõrdle meetodeid: Bayesian Spatial Autocorrelation · Spatial Autocorrelation. Loetud 2026-06-17 aadressilt https://scholargate.app/et/compare