Integrated Interface of Bayesian Single Index Models using 'nimble'

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Documentation for package ‘BayesSIM’ version 0.1.4

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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