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Rumlig Bayesiansk modelgennemsnit×Rumslig Bayesiansk Inferens×
FagområdeBayesianskBayesiansk
FamilieBayesian methodsBayesian methods
Oprindelsesår20081991
OphavspersonLeSage & Fischer (building on Raftery et al. BMA framework, 1997)Besag, York & Mollie (CAR prior, 1991); Gelfand & colleagues (Bayesian geostatistics, 1990s)
TypeBayesian model combination with spatial structureBayesian hierarchical spatial model
Oprindelig kildeLeSage, 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
Aliasserspatial 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
Relaterede52
ResuméSpatial 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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ScholarGateSammenlign metoder: Spatial Bayesian Model Averaging · Spatial Bayesian Inference. Hentet 2026-06-15 fra https://scholargate.app/da/compare