| simFrame-package {simFrame} | R Documentation |
Simulation Framework
Description
A general framework for statistical simulation, which allows researchers to make use of a wide range of simulation designs with minimal programming effort. The package provides functionality for drawing samples from a distribution or a finite population, for adding outliers and missing values, as well as for visualization of the simulation results. It follows a clear object-oriented design and supports parallel computing to increase computational performance.
Details
The DESCRIPTION file:
| Package: | simFrame |
| Version: | 0.5.4 |
| Title: | Simulation Framework |
| Date: | 2021-10-11 |
| Depends: | R (>= 3.0.0), Rcpp (>= 0.8.6), lattice, parallel |
| Imports: | methods, stats4 |
| LinkingTo: | Rcpp |
| Description: | A general framework for statistical simulation, which allows researchers to make use of a wide range of simulation designs with minimal programming effort. The package provides functionality for drawing samples from a distribution or a finite population, for adding outliers and missing values, as well as for visualization of the simulation results. It follows a clear object-oriented design and supports parallel computing to increase computational performance. |
| License: | GPL (>= 2) |
| LazyLoad: | yes |
| Authors@R: | c(person("Andreas", "Alfons", email = "alfons@ese.eur.nl", role = c("aut", "cre")), person("Yves", "Tille", role = "ctb", comment = "original R code of certain sampling algorithms"), person("Alina", "Matei", role = "ctb", comment = "original R code of certain sampling algorithms")) |
| Author: | Andreas Alfons [aut, cre], Yves Tille [ctb] (original R code of certain sampling algorithms), Alina Matei [ctb] (original R code of certain sampling algorithms) |
| Maintainer: | Andreas Alfons <alfons@ese.eur.nl> |
| Encoding: | UTF-8 |
Index of help topics:
BasicVector-class Class "BasicVector"
ContControl Create contamination control objects
ContControl-class Class "ContControl"
DARContControl-class Class "DARContControl"
DCARContControl-class Class "DCARContControl"
DataControl-class Class "DataControl"
NAControl-class Class "NAControl"
NumericMatrix-class Class "NumericMatrix"
OptBasicVector-class Class "OptBasicVector"
OptCall-class Class "OptCall"
OptCharacter-class Class "OptCharacter"
OptContControl-class Class "OptContControl"
OptDataControl-class Class "OptDataControl"
OptNAControl-class Class "OptNAControl"
OptNumeric-class Class "OptNumeric"
OptSampleControl-class
Class "OptSampleControl"
SampleControl-class Class "SampleControl"
SampleSetup-class Class "SampleSetup"
SimControl-class Class "SimControl"
SimResults-class Class "SimResults"
Strata-class Class "Strata"
SummarySampleSetup-class
Class "SummarySampleSetup"
TwoStageControl-class Class "TwoStageControl"
VirtualContControl-class
Class "VirtualContControl"
VirtualDataControl-class
Class "VirtualDataControl"
VirtualNAControl-class
Class "VirtualNAControl"
VirtualSampleControl-class
Class "VirtualSampleControl"
aggregate-methods Method for aggregating simulation results
clusterRunSimulation Run a simulation experiment on a cluster
clusterSetup Set up multiple samples on a cluster
contaminate Contaminate data
draw Draw a sample
eusilcP Synthetic EU-SILC data
generate Generate data
getAdd Accessor and mutator functions for objects
getStrataLegend Utility functions for stratifying data
head-methods Methods for returning the first parts of an
object
inclusionProb Inclusion probabilities
length-methods Methods for getting the length of an object
plot-methods Plot simulation results
runSimulation Run a simulation experiment
setNA Set missing values
setup Set up multiple samples
simApply Apply a function to subsets
simBwplot Box-and-whisker plots
simDensityplot Kernel density plots
simFrame-package Simulation Framework
simSample Set up multiple samples
simXyplot X-Y plots
srs Random sampling
stratify Stratify data
summary-methods Methods for producing a summary of an object
tail-methods Methods for returning the last parts of an
object
Author(s)
Andreas Alfons [aut, cre]; C++ implementations of certain sampling algorithms are based on R code by Yves Tille and Alina Matei.
Maintainer: Andreas Alfons <alfons@ese.eur.nl>
References
Alfons, A., Templ, M. and Filzmoser, P. (2010) An Object-Oriented Framework for Statistical Simulation: The R Package simFrame. Journal of Statistical Software, 37(3), 1–36. doi: 10.18637/jss.v037.i03.