Package: asympDiag 0.3.2
asympDiag: Diagnostic Tools for Asymptotic Theory
Leveraging Monte Carlo simulations, this package provides tools for diagnosing regression models. It implements a parametric bootstrap framework to compute statistics, generates diagnostic envelopes to assess goodness-of-fit, and evaluates type I error control for Wald tests. By simulating data under the assumption that the model is true, it helps to identify model mis-specifications and enhances the reliability of the model inferences.
Authors:
asympDiag_0.3.2.tar.gz
asympDiag_0.3.2.zip(r-4.7)asympDiag_0.3.2.zip(r-4.6)asympDiag_0.3.2.zip(r-4.5)
asympDiag_0.3.2.tgz(r-4.6-any)asympDiag_0.3.2.tgz(r-4.5-any)
asympDiag_0.3.2.tar.gz(r-4.7-any)asympDiag_0.3.2.tar.gz(r-4.6-any)
asympDiag_0.3.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
asympDiag/json (API)
| # Install 'asympDiag' in R: |
| install.packages('asympDiag', repos = c('https://alvaro-kothe.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/alvaro-kothe/asympdiag/issues
Last updated from:e6f885346f. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 135 | ||
| source / vignettes | OK | 262 | ||
| linux-release-x86_64 | OK | 168 | ||
| macos-release-arm64 | OK | 145 | ||
| macos-oldrel-arm64 | OK | 175 | ||
| windows-devel | OK | 120 | ||
| windows-release | OK | 103 | ||
| windows-oldrel | OK | 86 | ||
| wasm-release | OK | 105 |
Exports:concat_pvaluesenvelopeenvelope_residualget_convergedget_fixefget_model_responseget_refitget_vcovparametric_bootstrapplot_cookplot_ecdf_pvalueplot_res_vs_linear_predictorrefit_modelselect_covariatessimulate_wald_pvalues
Dependencies:cli
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Concatenate AD_pvalues object | concat_pvalues |
| Generate Simulated Envelope | envelope |
| Recommended Residuals for Envelope Plots | envelope_residual envelope_residual.default envelope_residual.glm envelope_residual.lm |
| Did the model converged | get_converged get_converged.default |
| Get fixed effects | get_fixef get_fixef.default get_fixef.glmmTMB get_fixef.merMod |
| Extract the Response Variable from a Model Object | get_model_response |
| Refit the Model | get_refit |
| Get covariance matrix | get_vcov get_vcov.default get_vcov.glmmTMB |
| Perform Parametric Bootstrap Simulations | parametric_bootstrap |
| Plot Cook's distances | plot_cook |
| Plot Empirical Cumulative Distribution Function (ECDF) of p-values | plot_ecdf_pvalue |
| Plot Residuals against Linear Predictor | plot_res_vs_linear_predictor |
| Envelope Plot | plot.AD_envelope |
| Plot Empirical Cumulative Distribution Function (ECDF) of p-values | plot.AD_pvalues |
| Refit Model | refit_model |
| Select covariates | select_covariates |
| Generate Wald test P-Values with Monte Carlo Simulations | simulate_wald_pvalues |
