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

## Documentation for package ‘BayesSIM’ version 0.1.5

- DESCRIPTION file.

## Help Pages

alphaTheta | One-to-one polar transformation
BayesSIM | Integrated function for Bayesian single-index regression
bsFisher | 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
bsSphere | 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
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)
dunitSphere | Uniform distribution on the unit sphere
dvMFnim | von-mises Fisher distribution
expcov_gpPolar | Covariance kernel of OU process
expcov_gpSphere | Covariance kernel with squared-exponential for 'gpSphere()'
expcov_gpSpike | Covariance kernel with squared-exponential and unit nugget for 'gpSpike()'
gpFisher | 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
gpSphere | 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
plot.bsimGp | Traceplot for bsimGp Results
plot.bsimSpline | Traceplot for bsimSpline Results
predict.bsimGp | Predict method for 'bsimGp' objects
predict.bsimSpline | Predict method for 'bsimSpline' objects
runitSphere | Uniform distribution on the unit sphere
rvMFnim | von-mises Fisher distribution
SplineState | Additional functions for spline
summary.bsimGp | Summarize bsimGp Results
summary.bsimSpline | Summarize bsimSpline Results
transX_fisher | Design matrix of 'bsFisher(), bsPolar(), bsSpike()'
transX_sp | Design matrix of 'bsSphere'
unitSphere | Uniform distribution on the unit sphere
vMF | von-mises Fisher distribution
Xlinear | Compute the linear index X'theta