# Integrated Interface of Bayesian Single Index Models using 'nimble'

## Documentation for package ‘BayesSIM’ version 1.0.3

- DESCRIPTION file.

## Help Pages

as.data.frame.bsimPred | Extract the Result Data.frame
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
getModel | Get nimbleModel and nimbleSampler Object from the Result of 'compileModelAndMCMC'
getModelDef | Get Definition of the Model
getSampler | Get nimbleModel and nimbleSampler Object from the Result of 'compileModelAndMCMC'
getVarMonitor | Retrieve Monitorable Variables
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 | Prediction Method for 'BayesSIM'
predict.bsim | Prediction Method for 'BayesSIM'
print.bsim | Integrated Function for Bayesian Single-Index Regression
print.bsimPred | Prediction Method for 'BayesSIM'
print.summary.bsim | Summarize 'BayesSIM'
print.summary.bsimPred | Summarize Predictions
prior_param | Build a Prior List for BayesSIM Models
residuals.bsim | Extract Residuals from 'BayesSIM'
summary.bsim | Summarize 'BayesSIM'
summary.bsimPred | Summarize Predictions