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Compară metode

Examinează metodele selectate una lângă alta; rândurile care diferă sunt evidențiate.

Regresia spațială bayesiană×Modelul de decalaj spațial (SAR / Autoregresiv spațial)×
DomeniuAnaliză spațialăAnaliză spațială
FamilieRegression modelRegression model
Anul apariției1990s–2000s1988
Autorul originalBanerjee, Carlin & Gelfand (foundational treatment); building on Besag (1974) for lattice priorsAnselin (textbook formalisation); LeSage & Pace
TipBayesian hierarchical regressionSpatial autoregressive regression
Sursa seminalăBanerjee, 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 ↗
Denumiri alternativeBayesian hierarchical spatial model, BSR, Bayesian geostatistical regression, Bayesian spatial linear modelSAR model, spatial autoregressive model, spatial lag, Uzamsal Gecikme Modeli (SAR / Spatial Lag)
Înrudite35
RezumatBayesian 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 Lag Model is an autoregressive regression that assumes spatial dependence in the dependent variable itself: the outcome values of neighbouring units enter the model as an explanatory term (ρWy). It was formalised in Anselin's Spatial Econometrics (1988) and developed further by LeSage and Pace (2009), and it decomposes spillover effects into direct, indirect, and total impacts.
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  1. v1
  2. 2 Surse
  3. PUBLISHED

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ScholarGateCompară metode: Bayesian Spatial Regression · Spatial Lag Model. Preluat la 2026-06-15 de pe https://scholargate.app/ro/compare