Package: simhelpers 0.3.1

simhelpers: Helper Functions for Simulation Studies

Calculates performance criteria measures and associated Monte Carlo standard errors for simulation results. Includes functions to help run simulation studies, following a general simulation workflow that closely aligns with the approach described by Morris, White, and Crowther (2019) <doi:10.1002/sim.8086>. Also includes functions for calculating bootstrap confidence intervals (including normal, basic, studentized, percentile, bias-corrected, and bias-corrected-and-accelerated) with tidy output, as well as for extrapolating confidence interval coverage rates and hypothesis test rejection rates following techniques suggested by Boos and Zhang (2000) <doi:10.1080/01621459.2000.10474226>.

Authors:Megha Joshi [aut, cre], James Pustejovsky [aut]

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simhelpers.pdf |simhelpers.html✨
simhelpers/json (API)
NEWS

# Install 'simhelpers' in R:
install.packages('simhelpers', repos = c('https://meghapsimatrix.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/meghapsimatrix/simhelpers/issues

Pkgdown site:https://meghapsimatrix.github.io

Datasets:
  • Tipton_Pusto - Results for Figure 2 of Tipton & Pustejovsky
  • alpha_res - Cronbach's alpha simulation results
  • t_res - T-test simulation results
  • welch_res - Welch t-test simulation results

On CRAN:

Conda:

7.07 score 11 stars 40 scripts 295 downloads 13 exports 31 dependencies

Last updated 3 months agofrom:3a7dda2a4e. Checks:6 OK, 3 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 12 2025
R-4.5-winNOTEMar 12 2025
R-4.5-macNOTEMar 12 2025
R-4.5-linuxNOTEMar 12 2025
R-4.4-winOKMar 12 2025
R-4.4-macOKMar 12 2025
R-4.4-linuxOKMar 12 2025
R-4.3-winOKMar 12 2025
R-4.3-macOKMar 12 2025

Exports:bootstrap_CIsbootstrap_pvalsbundle_simcalc_absolutecalc_coveragecalc_rejectioncalc_relativecalc_relative_varcreate_skeletonevaluate_by_rowextrapolate_coverageextrapolate_rejectionrepeat_and_stack

Dependencies:clicodetoolscpp11digestdplyrfansifurrrfuturegenericsglobalsgluelifecyclelistenvmagrittrparallellypillarpkgconfigpurrrR6rbibutilsRdpackrlangrstudioapistringistringrtibbletidyrtidyselectutf8vctrswithr

Presenting Results from Simulation Studies

Rendered fromvisualization.Rmdusingknitr::rmarkdownon Mar 12 2025.

Last update: 2020-10-12
Started: 2020-03-14

Simulation Performance Criteria and MCSE

Rendered fromMCSE.Rmdusingknitr::rmarkdownon Mar 12 2025.

Last update: 2024-09-04
Started: 2020-01-05

Simulation Workflow

Rendered fromsimulation_workflow.Rmdusingknitr::rmarkdownon Mar 12 2025.

Last update: 2024-09-03
Started: 2020-01-18