Package: modeldiag 0.1.0
Emmanuel Adewuyi
modeldiag: Comprehensive Diagnostics for Statistical Models
Provides a unified framework for diagnosing common issues in statistical models including linear models, generalized linear models (logistic and Poisson regression), and survival models. Implements tests for multicollinearity, heteroscedasticity, autocorrelation, normality, influential observations, overdispersion, zero-inflation, and proportional hazards assumptions. Includes visualization methods for graphical diagnostics. Methods are based on established approaches including Fox and Monette (1992) <doi:10.1080/01621459.1992.10475190>, Breusch and Pagan (1979) <doi:10.2307/1911963>, and Dean and Lawless (1989) <doi:10.1080/01621459.1989.10478792>.
Authors:
modeldiag_0.1.0.tar.gz
modeldiag_0.1.0.tar.gz(r-4.7-any)modeldiag_0.1.0.tar.gz(r-4.6-any)
modeldiag_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
modeldiag/json (API)
NEWS
| # Install 'modeldiag' in R: |
| install.packages('modeldiag', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/teniola17/modeldiag/issues
Last updated from:4a612a0b5a. Checks:4 OK. Indexed: no.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 156 | ||
| source / vignettes | OK | 206 | ||
| linux-release-x86_64 | OK | 163 | ||
| wasm-release | OK | 129 |
Exports:diagnose_model
Dependencies:abindbackportsbootbroomcarcarDataclicolorspacecowplotcpp11DerivdoBydplyrfarverforecastFormulafracdiffgenericsggplot2gluegtableisobandlabelinglatticelifecyclelme4lmtestmagrittrMASSMatrixMatrixModelsmgcvmicrobenchmarkminqamodelrnlmenloptrnnetnumDerivpbapplypbkrtestpillarpkgconfigpurrrquantregR6rbibutilsRColorBrewerRcppRcppArmadilloRcppEigenRdpackreformulasResourceSelectionrlangS7scalesSparseMstringistringrsurvivaltibbletidyrtidyselecttimeDateurcautf8vctrsviridisLitewithrzoo
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Check Heteroskedasticity | check_heteroskedasticity |
| Check Variance Inflation Factors | check_vif |
| Diagnose Statistical Models | diagnose_model diagnose_model.coxph diagnose_model.glm diagnose_model.lm |
| Plot Model Diagnostics | plot.model_diagnostics |
| Print Model Diagnostics | print.model_diagnostics |
| Summarize Model Diagnostics | summary.model_diagnostics |
