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Description

Parallel Nonparametric Kernel Smoothing Methods for Mixed Data Types Using 'MPI'.

Nonparametric (and semiparametric) kernel methods that seamlessly handle a mix of continuous, unordered, and ordered factor data types. This package is a parallel implementation of the 'np' package based on the 'MPI' specification that incorporates the 'Rmpi' package (Hao Yu <[email protected]>) with minor modifications and we are extremely grateful to Hao Yu for his contributions to the 'R' community. We would like to gratefully acknowledge support from the Natural Sciences and Engineering Research Council of Canada (NSERC, <https://www.nserc-crsng.gc.ca/>), the Social Sciences and Humanities Research Council of Canada (SSHRC, <https://www.sshrc-crsh.gc.ca/>), and the Shared Hierarchical Academic Research Computing Network (SHARCNET, <https://sharcnet.ca/>). We would also like to acknowledge the contributions of the 'GNU GSL' authors. In particular, we adapt the 'GNU GSL' B-spline routine 'gsl_bspline.c' adding automated support for quantile knots (in addition to uniform knots), providing missing functionality for derivatives, and for extending the splines beyond their endpoints.

npRmpi

This is the R package npRmpi (Parallel Nonparametric Kernel Methods for Mixed Datatypes) written and maintained by Jeffrey S. Racine ([email protected]) and co-authored by Tristen Hayfield ([email protected]).

Installation

Presuming that a working implementation of MPI exists on the target machine, you can install the stable version on CRAN:

install.packages('npRmpi', dependencies = TRUE)

Or download the zip ball or tar ball, decompress and run R CMD INSTALL on it, or use the devtools package to install the development version:

library(devtools); install_github('JeffreyRacine/R-Package-np', ref = 'npRmpi')

Note also that if you wish a fast install without the building of vignettes (or if you do not have TeX installed on your system), add the option build_vignettes=FALSE to the install_github() call.

MPI (MPICH via MacPorts) Quick Setup

export RMPI_TYPE=MPICH
export RMPI_INCLUDE=/opt/local/include/mpich-mp
export RMPI_LIB_PATH=/opt/local/lib/mpich-mp
export RMPI_LIBS="-L/opt/local/lib/mpich-mp -lmpi"
export CC=mpicc
export CXX=mpicxx

Then build/install from the repo:

R CMD build .
R CMD INSTALL npRmpi_0.60-20.tar.gz

See BUILD.md and WORKTREES.md in this repo for local build details.

For more information on this project please visit the maintainer's website (https://experts.mcmaster.ca/people/racinej).

Metadata

Version

0.60-20

License

Unknown

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