Package: robmixglm 1.2-4
Ken Beath
robmixglm: Robust Generalized Linear Models (GLM) using Mixtures
Robust generalized linear models (GLM) using a mixture method, as described in Beath (2018) <doi:10.1080/02664763.2017.1414164>. This assumes that the data are a mixture of standard observations, being a generalised linear model, and outlier observations from an overdispersed generalized linear model. The overdispersed linear model is obtained by including a normally distributed random effect in the linear predictor of the generalized linear model.
Authors:
robmixglm_1.2-4.tar.gz
robmixglm_1.2-4.tar.gz(r-4.5-noble)robmixglm_1.2-4.tar.gz(r-4.4-noble)
robmixglm_1.2-4.tgz(r-4.4-emscripten)robmixglm_1.2-4.tgz(r-4.3-emscripten)
robmixglm.pdf |robmixglm.html✨
robmixglm/json (API)
NEWS
| # Install 'robmixglm' in R: |
| install.packages('robmixglm', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 2 months agofrom:550a5904e6. Checks:OK: 2. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Oct 28 2024 |
| R-4.5-linux-x86_64 | OK | Oct 28 2024 |
Exports:AIC.robmixglmBIC.robmixglmcoef.robmixglmextractAIC.robmixglmfitted.robmixglmlogLik.robmixglmoutlierProbsoutlierProbs.robmixglmoutlierTestoutlierTest.robmixglmpredict.robmixglmprint.outlierTestprint.summary.outlierTestrobmixglmsummary.outlierTestsummary.robmixglm
Dependencies:actuarbbmlebdsmatrixbootcodetoolsdigestdoParalleldoRNGexpintfastGHQuadforeachiteratorslatticeMASSMatrixmvtnormnumDerivRcpprngtoolsVGAM
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Fits random effects meta-analysis models including robust models | robmixglm-package |
| AIC for robmixglm object | AIC.robmixglm |
| BIC for robmixglm object | BIC.robmixglm |
| Coefficients for a robmixglm object | coef coef.robmixglm |
| Diabetes data | diabdata |
| Extract AIC from a Fitted Model | extractAIC.robmixglm |
| Fitted values. | fitted.robmixglm |
| Hospital Costs data | hospcosts |
| log Likelikelihood for robmixglm object | logLik.robmixglm |
| Calculate outlier probabilities for each observation. | outlierProbs outlierProbs.robmixglm |
| Test for the presence of outliers. | outlierTest outlierTest.robmixglm |
| Plot outlier probabilities. | plot.outlierProbs |
| Predict Method for robmixglm | predict.robmixglm |
| Print an outlierTest object | print.outlierTest print.summary.outlierTest summary.outlierTest |
| Extract Model Residuals | residuals.robmixglm |
| Fits a Robust Generalized Linear Model and Variants | robmixglm |
| summaryficients for robmixglm object | summary.robmixglm |