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:Leonard Vanbrabant [aut, cre], Rebecca Kuiper [aut], Yves Rosseel [ctb], Aleksandra Dacko [ctb]

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 = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Datasets:
  • 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.

5.65 score 4 packages 94 scripts 881 downloads 1 mentions 43 exports 49 dependencies

Last updated 6 days agofrom:ce7dc2ace7. Checks:OK: 2. Indexed: yes.

TargetResultDate
Doc / VignettesOKDec 19 2024
R-4.5-linuxOKDec 19 2024

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 Dec 19 2024.

Last update: 2024-12-19
Started: 2024-09-12

Guidelines interpretation GORIC(A) output

Rendered fromGuidelines_GORIC_output.Rmdusingknitr::rmarkdownon Dec 19 2024.

Last update: 2024-09-12
Started: 2023-07-05

Readme and manuals

Help Manual

Help pageTopics
Package for equality and inequality restricted estimation, model selection and hypothesis testingrestriktor-package
Reduction of aggression levels Dataset (4 treatment groups)AngerManagement
Benchmark Functions for GORIC(A) Analysisbenchmark benchmark_asymp benchmark_means plot.benchmark print.benchmark
Bootstrapping a Lavaan ModelbootstrapD print.conTestLavaan
Relation between the response variable PTSS and gender, age, TBSA, guilt and anger.Burns
Calculating IC weights based on IC values (AIC, ORIC, GORIC(A), BIC, SIC, ...)calculate_IC_weights calc_ICweights IC_weights print.goric_ICw
function for computing the chi-bar-square weights based on Monte Carlo simulation.con_weights_boot
Tests for iht with equality constraints onlyconTest_ceq conTest_ceq.conGLM conTest_ceq.conLM conTest_ceq.conRLM
function for computing all available hypothesis testsconTest_summary conTest_summary.restriktor iht_summary
one-sided t-test for ihtconTestC conTestC.restriktor
F-bar test for ihtconTestF conTestF.conGLM conTestF.conLM conTestF.conRLM
Likelihood-ratio-bar test for ihtconTestLRT conTestLRT.conGLM conTestLRT.conLM conTestLRT.conMLM
Score-bar test for ihtconTestScore conTestScore.conGLM conTestScore.conLM conTestScore.conRLM
Wald-bar test for robust ihtconTestWald conTestWald.conRLM
GORIC(A) Evidence synthesisevSyn evsyn evSyn_escalc evSyn_est evSyn_gorica evSyn_ICratios evSyn_ICvalues evSyn_ICweights evSyn_LL plot.evSyn print.evSyn print.summary.evSyn summary.evSyn
Relation between exam scores and study hours, anxiety scores and average point scores.Exam
Dataset for illustrating the conTest_conLavaan function.FacialBurns
Generalized Order-Restricted Information Criterion (Approximation) Weightscoef.con_goric goric goric.CTmeta goric.default goric.lavaan goric.lm goric.numeric goric.rma print.con_goric summary.con_goric
The Hurricanes DatasetHurricanes
function for informative hypothesis testing (iht)conTest contest conTestD contestD iht
Methods for ihtconTest-methods iht-methods print.conTest
An example of IC valuesmyGORICs
An example of log-likelihood (LL) valuesmyLLs
An example of penalty (PT) valuesmyPTs
Estimating linear regression models with (in)equality restrictionsconGLM.glm conLM.lm conMLM.mlm conRLM.rlm restriktor
Methods for restriktorcoef.restriktor logLik.restriktor model.matrix.restriktor print.restriktor print.summary.restriktor restriktor-methods summary.restriktor
"Walking" in the newborn (4 treatment groups)ZelazoKolb1972