SimDesign: Structure for Organizing Monte Carlo Simulation Designs

Provides tools to help safely and efficiently organize Monte Carlo simulations in R. The package controls the structure and back-end of Monte Carlo simulations by utilizing a general generate-analyse-summarise strategy. The functions provided control common simulation issues such as re-simulating non-convergent results, support parallel back-end and MPI distributed computations, save and restore temporary files, aggregate results across independent nodes, and provide native support for debugging.

Author
Phil Chalmers [aut, cre]
Date of publication
2016-11-06 23:34:19
Maintainer
Phil Chalmers <rphilip.chalmers@gmail.com>
License
GPL (>= 2)
Version
1.4
URLs

View on CRAN

Man pages

add_missing
Add missing values to a vector given a MCAR, MAR, or MNAR...
aggregate_simulations
Collapse separate simulation files into a single result
Analyse
Compute estimates and statistics
Attach
Attach the simulation conditions for easier reference
BF_sim
Example simulation from Brown and Forsythe (1974)
BF_sim_alternative
(Alternative) Example simulation from Brown and Forsythe...
bias
Compute (relative) bias summary statistic
ECR
Compute the empirical coverage rate for Type I errors and...
EDR
Compute the empirical detection rate for Type I errors and...
Generate
Generate data
MAE
Compute the mean absolute error
RE
Compute the relative efficiency of multiple estimators
RMSE
Compute the (normalized) root mean square error
runSimulation
Run a Monte Carlo simulation given a data.frame of conditions...
SimAnova
Function for decomposing the simulation into ANOVA-based...
SimClean
Removes/cleans files and folders that have been saved
SimDesign
Structure for Organizing Monte Carlo Simulation Designs
SimFunctions
Skeleton functions for simulations
SimResults
Function to read in saved simulation results
Summarise
Summarise simulated data using various population comparison...

Files in this package

SimDesign
SimDesign/inst
SimDesign/inst/doc
SimDesign/inst/doc/SimDesign-vignettes.html
SimDesign/inst/doc/SimDesign-vignettes.Rmd
SimDesign/tests
SimDesign/tests/tests
SimDesign/tests/tests/test-SimDesign.R
SimDesign/NAMESPACE
SimDesign/data
SimDesign/data/BF_sim.RData
SimDesign/data/BF_sim_alternative.RData
SimDesign/R
SimDesign/R/runSimulation.R
SimDesign/R/add_missing.R
SimDesign/R/aggregate_simulations.R
SimDesign/R/analysis.R
SimDesign/R/SimResults.R
SimDesign/R/Attach.R
SimDesign/R/functions.R
SimDesign/R/SimAnova.R
SimDesign/R/SimClean.R
SimDesign/R/summary_functions.R
SimDesign/R/util.R
SimDesign/R/SimFunctions.R
SimDesign/R/SimDesign.R
SimDesign/R/zzz.R
SimDesign/vignettes
SimDesign/vignettes/SimDesign-vignettes.Rmd
SimDesign/MD5
SimDesign/build
SimDesign/build/vignette.rds
SimDesign/DESCRIPTION
SimDesign/man
SimDesign/man/SimFunctions.Rd
SimDesign/man/Summarise.Rd
SimDesign/man/Attach.Rd
SimDesign/man/SimClean.Rd
SimDesign/man/Analyse.Rd
SimDesign/man/Generate.Rd
SimDesign/man/bias.Rd
SimDesign/man/BF_sim_alternative.Rd
SimDesign/man/SimResults.Rd
SimDesign/man/aggregate_simulations.Rd
SimDesign/man/add_missing.Rd
SimDesign/man/MAE.Rd
SimDesign/man/EDR.Rd
SimDesign/man/ECR.Rd
SimDesign/man/BF_sim.Rd
SimDesign/man/runSimulation.Rd
SimDesign/man/RE.Rd
SimDesign/man/RMSE.Rd
SimDesign/man/SimAnova.Rd
SimDesign/man/SimDesign.Rd