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Moran's I Bayesian×Autokorelasi Spatial Bayesian×
BidangAnalisis ReruangAnalisis Reruang
KeluargaRegression modelRegression model
Tahun asal1950 / 2000s1991
PengasasMoran (1950), Bayesian extension developed in spatial statistics literature (late 1990s–2000s)Besag, York & Mollie
JenisBayesian spatial autocorrelation testBayesian hierarchical spatial model
Sumber perintisHaining, 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 ↗
AliasBayesian spatial autocorrelation test, Bayesian Moran statistic, Moran's I under Bayesian inference, Bayesian global spatial associationBayesian spatial dependence, Bayesian LISA, Bayesian spatial clustering, BSA
Berkaitan66
RingkasanBayesian 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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ScholarGateBandingkan kaedah: Bayesian Moran's I · Bayesian Spatial Autocorrelation. Dicapai 2026-06-17 daripada https://scholargate.app/ms/compare