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Simulacija prostornog bootstrapa×Prostorna Bayesovska inferencija×
PodručjeBayesovska statistikaBayesovska statistika
ObiteljBayesian methodsBayesian methods
Godina nastanka1990s–2000s1991
TvoracLahiri and others, building on Efron's bootstrap (1979)Besag, York & Mollie (CAR prior, 1991); Gelfand & colleagues (Bayesian geostatistics, 1990s)
VrstaResampling / simulationBayesian hierarchical spatial model
Temeljni izvorLahiri, S. N. (2003). Resampling Methods for Dependent Data. Springer. ISBN: 978-0387009285Banerjee, S., Carlin, B. P. & Gelfand, A. E. (2015). Hierarchical Modeling and Analysis for Spatial Data (2nd ed.). CRC Press. ISBN: 978-1439819173
Drugi nazivispatial block bootstrap, spatial resampling, geostatistical bootstrap, bootstrap for spatial dataBayesian spatial analysis, Bayesian geostatistics, spatial Bayesian modeling, Bayesian areal modeling
Srodne42
SažetakSpatial bootstrap simulation is a resampling technique designed for spatially dependent data. By resampling contiguous spatial blocks rather than independent observations, it preserves the local autocorrelation structure of the data and yields valid estimates of sampling variability for statistics computed on geographic or lattice observations.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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ScholarGateUsporedite metode: Spatial Bootstrap Simulation · Spatial Bayesian Inference. Preuzeto 2026-06-15 s https://scholargate.app/hr/compare