BDM Code examples from Win/OpenBUGS, Nimble, CARBayes and INLA This repository is intended as an open source for code examples from a range of packages that fit hierarchical Bayesian models to small area health data. The examples represent a range of applications: spatial; Spatio-temporal; multivariate, multi-scale. Also they represnt a range of packages: MCMC -based packages such as Win/OpenBUGS, CARBayes, Nimble; and LAplace approximation via INLA.
Win/OpenBUGS:
Georgia_multiscale_WBugs.txt; Georgia_MVCAR_WBugs.txt; map_modelWB_pred.txt; R2WB_runfile_pred.txt; Ohio_resp_cancer_ST_Knorr_Held_model_WBugs.txt; Georgia_oral_cancer 2004_Convolution_Wbugs.txt
CARBayes:
carbayes_lipcancer_SCcongen90.txt; SCcongen90_CARBayesRcode
Nimble:
SC_congen_90_CONV_Nimble.txt; SC_congen90_lognormal_Nimble.txt; Gamma_Poisson_toy_data_Nimble.txt; STinT_models_Ohio_Nimble.txt; Georgia_MultiScale_CONV_Nimble.txt;
INLA:
SCcongen_INLA_models.txt; SCcongen_INLA_models_plusBYM.txt; FMD_INLA_ST_Rcode.txt; OHIO_STmapping_INLA_RcodeFAL