Introduction | Surrogate residuals | Jittering for general models | Bootstrapping | Surrogate residuals in R | Detecting a misspecified mean structure | Obtain the SBS/probability-scale residuals | Residual-vs-covariate plot and Q-Q plot | Detecting heteroscedasticty | Detecting a misspecified link function | Checking the proportionality assumption | Detecting interaction effects | Bitterness of wine | References
Package: sure 0.3.0
sure: Surrogate Residuals for Ordinal and General Regression Models
An implementation of the surrogate approach to residuals and diagnostics for ordinal and general regression models; for details, see Liu and Zhang (2017, <doi:https://doi.org/10.1080/01621459.2017.1292915>) and Greenwell et al. (2017, <https://journal.r-project.org/archive/2018/RJ-2018-004/index.html>). These residuals can be used to construct standard residual plots for model diagnostics (e.g., residual-vs-fitted value plots, residual-vs-covariate plots, Q-Q plots, etc.). The package also provides 'plot' methods for producing standard diagnostic plots using lightweight base R graphics (via 'tinyplot'). The package currently supports cumulative link models from packages 'MASS', 'ordinal', 'rms', and 'VGAM'. Support for binary regression models using the standard 'glm' function is also available.
Authors:
sure_0.3.0.tar.gz
sure_0.3.0.zip(r-4.7)sure_0.3.0.zip(r-4.6)sure_0.3.0.zip(r-4.5)
sure_0.3.0.tgz(r-4.6-any)sure_0.3.0.tgz(r-4.5-any)
sure_0.3.0.tar.gz(r-4.7-any)sure_0.3.0.tar.gz(r-4.6-any)
sure_0.3.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
sure/json (API)
| # Install 'sure' in R: |
| install.packages('sure', repos = c('https://bgreenwell.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/bgreenwell/sure/issues
Pkgdown/docs site:https://bgreenwell.github.io
categorical-datadiagnosticsordinal-regressionresiduals
Last updated from:7a6a9f9050 (on main). Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 128 | ||
| source / vignettes | OK | 203 | ||
| linux-release-x86_64 | OK | 128 | ||
| macos-release-arm64 | OK | 83 | ||
| macos-oldrel-arm64 | OK | 77 | ||
| windows-devel | OK | 85 | ||
| windows-release | OK | 73 | ||
| windows-oldrel | OK | 121 | ||
| wasm-release | OK | 110 |
Exports:calc_residgofresidssim_datasurrogate
Dependencies:
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Calculate surrogate residuals for multinomial/discrete choice models | calc_resid |
| Goodness-of-Fit Simulation | gof gof.default plot.gof |
| Plot Residual Diagnostics | plot.clm plot.glm plot.lrm plot.orm plot.polr plot.resid plot.vglm |
| Surrogate residuals | resids resids.default resids.matrix resids.multinom |
| Simulate Data for Diagnostic Plots | sim_data |
| Surrogate response | surrogate |
