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Prostorno Bajesovo usrednjavanje modela×Prostorno Bejzovo zaključivanje×
OblastBajesovska statistikaBajesovska statistika
PorodicaBayesian methodsBayesian methods
Godina nastanka20081991
TvoracLeSage & Fischer (building on Raftery et al. BMA framework, 1997)Besag, York & Mollie (CAR prior, 1991); Gelfand & colleagues (Bayesian geostatistics, 1990s)
TipBayesian model combination with spatial structureBayesian hierarchical spatial model
Temeljni izvorLeSage, J. P. & Pace, R. K. (2009). Introduction to Spatial Econometrics. CRC Press / Taylor & Francis. ISBN: 978-1420064247Banerjee, S., Carlin, B. P. & Gelfand, A. E. (2015). Hierarchical Modeling and Analysis for Spatial Data (2nd ed.). CRC Press. ISBN: 978-1439819173
Drugi nazivispatial BMA, BMA for spatial data, Bayesian model averaging with spatial effects, spatial model uncertainty averagingBayesian spatial analysis, Bayesian geostatistics, spatial Bayesian modeling, Bayesian areal modeling
Srodne52
SažetakSpatial Bayesian model averaging (spatial BMA) extends classical BMA to settings where observations are georeferenced and spatial dependence must be modelled. Rather than selecting a single spatial regression model — which spatial weight matrix to use, which regressors to include, which spatial lag or error structure to adopt — it averages the predictions and parameter estimates across all candidate models, weighting each by its posterior probability given the data.Spatial Bayesian inference applies Bayesian hierarchical modeling to data indexed by geographic location. By placing structured spatial priors on location-specific random effects, the model borrows information from neighboring regions or nearby points, producing smooth, uncertainty-quantified maps of any spatially varying outcome — disease rates, pollution levels, species abundance, or environmental risk.
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ScholarGateUporedite metode: Spatial Bayesian Model Averaging · Spatial Bayesian Inference. Preuzeto 2026-06-15 sa https://scholargate.app/sr/compare