rust-package: rust: Ratio-of-Uniforms Simulation with Transformation

In paulnorthrop/rust: Ratio-of-Uniforms Simulation with Transformation

rust: Ratio-of-Uniforms Simulation with Transformation

Description

Uses the multivariate generalized ratio-of-uniforms method to simulate from a distribution with log-density logf (up to an additive constant). logf must be bounded, perhaps after a transformation of variable.

Details

The main functions in the rust package are ru and ru_rcpp, which implement the generalized ratio-of-uniforms algorithm. The latter uses the Rcpp package to improve efficiency. Also provided are two functions, find_lambda and find_lambda_one_d, that may be used to set a suitable value for the parameter lambda if Box-Cox transformation is used prior to simulation. If ru_rcpp is used the equivalent functions are find_lambda_rcpp and find_lambda_one_d_rcpp Basic plot and summary methods are also provided.

See the following package vignettes for information:

• Introducing rust or vignette("rust-a-vignette", package = "rust").

• When can rust be used? or vignette("rust-b-when-to-use-vignette", package = "rust").

• Rusting faster: Simulation using Rcpp or vignette("rust-c-using-rcpp-vignette", package = "rust").

Author(s)

Maintainer: Paul J. Northrop [e-mail] [copyright holder]

References

Wakefield, J. C., Gelfand, A. E. and Smith, A. F. M. Efficient generation of random variates via the ratio-of-uniforms method. Statistics and Computing (1991) 1, 129-133. \Sexpr[results=rd]{tools:::Rd_expr_doi("10.1007/BF01889987")}.

Box, G. and Cox, D. R. (1964) An Analysis of Transformations. Journal of the Royal Statistical Society. Series B (Methodological), 26(2), 211-252.

Eddelbuettel, D. and Francois, R. (2011). Rcpp: Seamless R and C++ Integration. Journal of Statistical Software, 40(8), 1-18. \Sexpr[results=rd]{tools:::Rd_expr_doi("10.18637/jss.v040.i08")}.

Eddelbuettel, D. (2013) Seamless R and C++ Integration with Rcpp. Springer, New York. ISBN 978-1-4614-6867-7.

See Also

ru and ru_rcpp to perform ratio-of-uniforms sampling.

summary.ru for summaries of the simulated values and properties of the ratio-of-uniforms algorithm.

plot.ru for a diagnostic plot.

find_lambda_one_d and find_lambda_one_d_rcpp to produce (somewhat) automatically a list for the argument lambda of ru for the d = 1 case.

find_lambda and find_lambda_rcpp to produce (somewhat) automatically a list for the argument lambda of ru for any value of d.

paulnorthrop/rust documentation built on Aug. 22, 2024, 2:20 a.m.