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 |

https://github.com/philchalmers/SimDesign, https://github.com/philchalmers/SimDesign/wiki |

**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...

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
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