Estimating Conditional Auto-Regression (CAR) Models using Monte Carlo Likelihood Methods


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Documentation for package ‘mclcar’ version 0.1.4

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mclcar-package Estimating Conditional Auto-Regression (CAR) Models using Monte Carlo Likelihood Methods
Avar.lik.dCAR Monte Carlo likelihood calculation for direct CAR models.
CAR.simGLM Simulate samples from a CAR model.
CAR.simLM Simulate samples from a CAR model.
CAR.simTorus Simulate samples from a CAR model.
CAR.simWmat Simulate samples from a CAR model.
get.beta.glm Monte Carlo likelihood calculation for glm with latent CAR variables.
get.beta.lm Likelihood computing and parameter estimation for a direct CAR model.
loglik.dCAR Likelihood computing and parameter estimation for a direct CAR model.
mcl.dCAR Monte Carlo likelihood calculation for direct CAR models.
mcl.glm Monte Carlo likelihood calculation for glm with latent CAR variables.
mcl.prep.dCAR Monte Carlo likelihood calculation for direct CAR models.
mcl.prep.glm Monte Carlo likelihood calculation for glm with latent CAR variables.
mcl.profile.dCAR Monte Carlo likelihood calculation for direct CAR models.
mcl.profile.glm Monte Carlo likelihood calculation for glm with latent CAR variables.
mclcar Estimating Conditional Auto-Regression (CAR) Models using Monte Carlo Likelihood Methods
mple.dCAR Likelihood computing and parameter estimation for a direct CAR model.
OptimMCL Iterative procedure for maximising the Monte Carlo likelihood
ploglik.dCAR Likelihood computing and parameter estimation for a direct CAR model.
plot.rsmMCL Plot the fitted response surfaces
postZ Sampling the CAR latent variables given the Binomial or Poisson observations in glm models.
rsmMCL Response surface method for maximising the Monte Carlo likelihood
sigmabeta Likelihood computing and parameter estimation for a direct CAR model.
summary.OptimMCL Summary the output from the iterative procedure of maximising the Monte Carlo likelihood.
summary.rsmMCL Summary the output from the response surface method of maximising the Monte Carlo likelihood
vmle.dCAR Monte Carlo likelihood calculation for direct CAR models.
vmle.glm Monte Carlo likelihood calculation for glm with latent CAR variables.