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Autokorelasi Spatial Bayesian×Autokorelasi Spatial Lokal×
BidangAnalisis ReruangAnalisis Reruang
KeluargaRegression modelRegression model
Tahun asal19911995
PengasasBesag, York & MollieLuc Anselin
JenisBayesian hierarchical spatial modelSpatial association analysis
Sumber perintisBesag, 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 ↗Anselin, L. (1995). Local indicators of spatial association — LISA. Geographical Analysis, 27(2), 93–115. DOI ↗
AliasBayesian spatial dependence, Bayesian LISA, Bayesian spatial clustering, BSAlocal spatial association, local SA, LISA methods, local spatial clustering
Berkaitan66
RingkasanBayesian 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.Local Spatial Autocorrelation methods decompose global spatial clustering into location-specific statistics, revealing where in a study area significant clustering or dispersion occurs. Each observation receives its own association score and significance value, enabling the detection of spatial hot spots, cold spots, and spatial outliers rather than reporting a single summary statistic.
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ScholarGateBandingkan kaedah: Bayesian Spatial Autocorrelation · Local Spatial Autocorrelation. Dicapai 2026-06-17 daripada https://scholargate.app/ms/compare