Integrated Interface of Bayesian Single Index Models using 'nimble'

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Documentation for package ‘BayesSIM’ version 0.2.1

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as_bsim Construct a Fitted Model Object from Model Setup and MCMC Output
BayesSIM Integrated Function for Bayesian Single-Index Regression
BayesSIM_setup Integrated Function for Bayesian Single-Index Regression
bsFisher Bayesian Single-Index Regression with B-Spline Link and von Mises-Fisher Prior
bsFisher_setup Bayesian Single-Index Regression with B-Spline Link and von Mises-Fisher Prior
bsPolar Bayesian Single-Index Regression with B-Spline Link and One-to-One Polar Transformation
bsPolar_setup Bayesian Single-Index Regression with B-Spline Link and One-to-One Polar Transformation
bsSphere Bayesian Single-Index Regression with B-Spline Link and Half-Unit Sphere Prior
bsSphere_setup Bayesian Single-Index Regression with B-Spline Link and Half-Unit Sphere Prior
bsSpike Bayesian Single-Index Regression with B-Spline Link and Spike-and-Slab Prior
bsSpike_setup Bayesian Single-Index Regression with B-Spline Link and Spike-and-Slab Prior
coef.bsim Extract Index Vector Coefficients from 'BayesSIM'
compileModelAndMCMC Compile a 'nimble' Model and Its MCMC
concrete UCI Concrete Compressive Strength (n = 1030, p = 8)
DATA1 Simulated Single–index Data (n = 200, p = 4)
fitted.bsim Extract Fitted Values from 'BayesSIM'
genBasic Extract Residuals from 'BayesSIM'
getFunction Get nimbleModel and nimbleSampler Object from the Result of 'compileModelAndMCMC'
getInit Get Initial Value of the Model
getModelDef Get Definition of the Model
getVarMonitor Retrieve Monitorable Variables
get_model Get nimbleModel and nimbleSampler Object from the Result of 'compileModelAndMCMC'
get_sampler Get nimbleModel and nimbleSampler Object from the Result of 'compileModelAndMCMC'
GOF Goodness of Fit for 'BayesSIM'
gof Goodness of Fit for 'BayesSIM'
GOF.bsim Goodness of Fit for 'BayesSIM'
gpFisher Bayesian Single-Index Regression with Gaussian Process Link and von Mises-Fisher Prior
gpFisher_setup Bayesian Single-Index Regression with Gaussian Process Link and von Mises-Fisher Prior
gpPolar Bayesian Single-Index Regression with Gaussian Process Link and One-to-One Polar Transformation
gpPolarHigh Bayesian Single-Index Regression with Gaussian Process Link and One-to-One Polar Transformation
gpPolarHigh_setup Bayesian Single-Index Regression with Gaussian Process Link and One-to-One Polar Transformation
gpPolar_setup Bayesian Single-Index Regression with Gaussian Process Link and One-to-One Polar Transformation
gpSphere Bayesian Single-Index Regression with Gaussian Process Link and Unit Sphere Prior
gpSphere_setup Bayesian Single-Index Regression with Gaussian Process Link and Unit Sphere Prior
gpSpike Bayesian Single-Index Regression with Gaussian Process Link and Spike-and-Slab Prior
gpSpike_setup Bayesian Single-Index Regression with Gaussian Process Link and Spike-and-Slab Prior
init_param Build an Initial Value List for BayesSIM Models
nimTraceplot Traceplot for 'BayesSIM'
plot Plot Method for 'BayesSIM'
plot.bsim Plot Method for 'BayesSIM'
plot.bsimPred Plot Method for 'BayesSIM'
predict.bsim Prediction Method for 'BayesSIM'
print.bsim Integrated Function for Bayesian Single-Index Regression
print.summary.bsim Summarize 'BayesSIM'
prior_param Build a Prior List for BayesSIM Models
residuals.bsim Extract Residuals from 'BayesSIM'
SplineState Additional Functions for Spline
summary.bsim Summarize 'BayesSIM'