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Regresi Spatial Bayesian×Model Ralat Angkasa (SEM)×
BidangAnalisis ReruangAnalisis Reruang
KeluargaRegression modelRegression model
Tahun asal1990s–2000s1988
PengasasBanerjee, Carlin & Gelfand (foundational treatment); building on Besag (1974) for lattice priorsAnselin
JenisBayesian hierarchical regressionSpatial regression (spatially autocorrelated errors)
Sumber perintisBanerjee, S., Carlin, B. P., & Gelfand, A. E. (2015). Hierarchical Modeling and Analysis for Spatial Data (2nd ed.). CRC Press. ISBN: 978-1439819173Anselin, L. (1988). Spatial Econometrics: Methods and Models. Kluwer Academic. DOI ↗
AliasBayesian hierarchical spatial model, BSR, Bayesian geostatistical regression, Bayesian spatial linear modelSEM, spatial error regression, spatial autoregressive error model, Uzamsal Hata Modeli (SEM / Spatial Error)
Berkaitan35
RingkasanBayesian Spatial Regression embeds a spatially structured random effect into a regression framework and estimates all parameters — including spatial range and variance — through posterior inference rather than point estimation. It handles spatial autocorrelation, quantifies full predictive uncertainty, and accommodates small or irregular spatial datasets via hierarchical priors.The Spatial Error Model, developed within Anselin's spatial econometrics framework (1988), is a regression model that assumes spatial dependence enters through the error term: the disturbances of neighbouring units are correlated. It is used when unobserved shared factors make the errors of nearby observations move together, and it is estimated by maximum likelihood or GMM rather than ordinary least squares.
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ScholarGateBandingkan kaedah: Bayesian Spatial Regression · Spatial Error Model. Dicapai 2026-06-15 daripada https://scholargate.app/ms/compare