Evaluation of Bayesian multiple stage estimation under spatial CAR model variants

DOI10.1080/00949655.2018.1536755OpenAlexW2898532044MaRDI QIDQ5107314

Andrew B. Lawson, Daniel R. Baer

Publication date: 27 April 2020

Published in: Journal of Statistical Computation and Simulation (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/00949655.2018.1536755

zbMATH Keywords

Bayesian hierarchical modelsdisease mappingconditional autoregressive modelsGaussian component mixture modelsmulti-stage modellingprocess convolution model

Mathematics Subject Classification ID

Statistics (62-XX)

Related Items (1)

A Bayesian multistage spatio‐temporally dependent model for spatial clustering and variable selection

Uses Software

• BUGS
• RandomFields
• OpenBUGS
• rgeos

Cites Work

• Disease mapping and spatial regression with count data
• Gaussian component mixtures and CAR models in Bayesian disease mapping
• Bayesian 2-stage space-time mixture modeling with spatial misalignment of the exposure in small area health data
• Bayesian image restoration, with two applications in spatial statistics (with discussion)
• Adding Spatially-Correlated Errors Can Mess Up the Fixed Effect You Love
• Model-Based Geostatistics
• A comparison of Bayesian spatial models for disease mapping
• Bayesian Measures of Model Complexity and Fit
• Effects of Residual Smoothing on the Posterior of the Fixed Effects in Disease‐Mapping Models
• Bayesian Disease Mapping
• Modeling Data with Excess Zeros and Measurement Error: Application to Evaluating Relationships between Episodically Consumed Foods and Health Outcomes

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