Package: restriktor 0.6-10
Leonard Vanbrabant
restriktor: Restricted Statistical Estimation and Inference for Linear Models
Allow for easy-to-use testing or evaluating of linear equality and inequality restrictions about parameters and effects in (generalized) linear statistical models.
Authors:
restriktor_0.6-10.tar.gz
restriktor_0.6-10.tar.gz(r-4.5-noble)restriktor_0.6-10.tar.gz(r-4.4-noble)
restriktor_0.6-10.tgz(r-4.4-emscripten)restriktor_0.6-10.tgz(r-4.3-emscripten)
restriktor.pdf |restriktor.html✨
restriktor/json (API)
| # Install 'restriktor' in R: |
| install.packages('restriktor', repos = 'https://cloud.r-project.org') |
- AngerManagement - Reduction of aggression levels Dataset
- Burns - Relation between the response variable PTSS and gender, age, TBSA, guilt and anger.
- Exam - Relation between exam scores and study hours, anxiety scores and average point scores.
- FacialBurns - Dataset for illustrating the conTest_conLavaan function.
- Hurricanes - The Hurricanes Dataset
- ZelazoKolb1972 - "Walking" in the newborn
- myGORICs - An example of IC values
- myLLs - An example of log-likelihood (LL) values
- myPTs - An example of penalty (PT) values
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 3 months agofrom:ce7dc2ace7. Checks:3 OK. Indexed: yes.
| Target | Result | Latest binary |
|---|---|---|
| Doc / Vignettes | OK | Mar 19 2025 |
| R-4.5-linux | OK | Mar 19 2025 |
| R-4.4-linux | OK | Mar 19 2025 |
Exports:benchmarkbenchmark_asympbenchmark_meansbootstrapDcalc_ICweightscalculate_IC_weightscoef.con_goriccoef.restriktorcon_weights_bootconGLM.glmconLM.lmconMLM.mlmconRLM.rlmconTestconTest_ceqconTest_ceq.conGLMconTest_ceq.conLMconTest_ceq.conRLMconTest_summaryconTest_summary.restriktorconTestCconTestC.restriktorconTestDconTestF.conGLMconTestF.conLMconTestF.conRLMconTestLRT.conGLMconTestLRT.conLMconTestLRT.conMLMconTestScore.conGLMconTestScore.conLMconTestScore.conRLMconTestWald.conRLMevSyngoricgoric.lavaanihtlogLik.restriktormodel.matrix.restriktorplot.evSynprint.goric_ICwrestriktorsummary.restriktor
Dependencies:bootclicodetoolscolorspacedigestfansifarverfuturefuture.applyggplot2globalsgluegmmgridExtragtableisobandlabelinglatticelavaanlifecyclelistenvmagrittrMASSMatrixmgcvmnormtmunsellmvtnormnlmenormnumDerivparallellypbivnormpillarpkgconfigprogressrquadprogR6RColorBrewerrlangsandwichscalestibbletmvtnormutf8vctrsviridisLitewithrzoo
Guidelines interpretation GORIC(A) benchmark output
Rendered fromGuidelines_GORIC-benchmarks.Rmdusingknitr::rmarkdownon Mar 19 2025.Last update: 2024-12-19
Started: 2024-09-12
Guidelines interpretation GORIC(A) output
Rendered fromGuidelines_GORIC_output.Rmdusingknitr::rmarkdownon Mar 19 2025.Last update: 2024-09-12
Started: 2023-07-05
Citation
To cite package ‘restriktor’ in publications use:
Vanbrabant L, Kuiper R (2024). restriktor: Restricted Statistical Estimation and Inference for Linear Models. R package version 0.6-10, https://CRAN.R-project.org/package=restriktor.
Corresponding BibTeX entry:
@Manual{,
title = {restriktor: Restricted Statistical Estimation and
Inference for Linear Models},
author = {Leonard Vanbrabant and Rebecca Kuiper},
year = {2024},
note = {R package version 0.6-10},
url = {https://CRAN.R-project.org/package=restriktor},
}
Readme and manuals
restrikor
Restriktor is a free, open source R package for linear equality and inequality constrained statistical estimation, inference and evaluation for linear models.
Install R
Restriktor is implemented as an R package. This means that before installing restriktor, you should have installed a recent version (>= 4.0.0) of R. You can download the latest version of R from the R-project website.
Install Graphical User Interface (GUI)
R is a command line driven program. This means that it does not have a graphical user interface (GUI). Luckily, there are many good GUI's to make life easier, for example Rstudio, R Commander and RKWard.
Install restriktor
Once you have installed R, the next step is to install restriktor. This can be done by typing in R:
install.packages("restriktor", dependencies = TRUE)
To check if the installation was successful, you can load the restriktor package and try for example:
library(restriktor)
# construct constraint syntax based on the factor level names
constraints <- 'GroupActive < GroupPassive < GroupControl < GroupNo'
Fit the unrestricted linear model, where "Age" is the response
variable and "Group" a factor with four treatment groups.
fit.ANOVA <- lm(Age ~ -1 + Group, data = ZelazoKolb1972)
# fit the restricted model
restr.ANOVA <- restriktor(fit.ANOVA, constraints = constraints)
# summary of the restricted parameter estimates
summary(restr.ANOVA)
# informative hypothesis tests
iht(restr.ANOVA)
# Generalized Order-Restricted Information Criterion (GORIC)
goric(restr.ANOVA, comparison = "complement")
If you can see the output, everything is set up and ready.
For more information see the restriktor website.