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stablespec
View on CRAN: Click
here
Download and install stablespec package within the R console
Install from CRAN:
install.packages("stablespec")
Install from Github:
library("remotes")
install_github("cran/stablespec")
Install by package version:
library("remotes")
install_version("stablespec", "0.3.0")
Attach the package and use:
library("stablespec")
Maintained by
Ridho Rahmadi
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
10.32614/CRAN.package.stablespec . https://github.com/rahmarid/stablespec/issues . https://github.com/rahmarid/stablespec . stablespec results . stablespec.pdf . stablespec_0.3.0.tar.gz . stablespec_0.3.0.zip . stablespec_0.3.0.zip . stablespec_0.3.0.zip . stablespec_0.3.0.tgz . stablespec_0.3.0.tgz . stablespec_0.3.0.tgz . stablespec_0.3.0.tgz . stablespec_0.3.0.tgz . stablespec_0.3.0.tgz . stablespec archive . https://CRAN.R-project.org/package=stablespec .
First Published: 2016-04-09
Latest Update: 2017-04-05
Description:
An exploratory and heuristic approach for specification search in Structural Equation Modeling. The basic idea is to subsample the original data and then search for optimal models on each subset. Optimality is defined through two objectives: model fit and parsimony. As these objectives are conflicting, we apply a multi-objective optimization methods, specifically NSGA-II, to obtain optimal models for the whole range of model complexities. From these optimal models, we consider only the relevant model specifications (structures), i.e., those that are both stable (occur frequently) and parsimonious and use those to infer a causal model.
How to cite:
Ridho Rahmadi (2016). stablespec: Stable Specification Search in Structural Equation Models. R package version 0.3.0, https://cran.r-project.org/web/packages/stablespec. Accessed 29 Mar. 2025.
Other packages that cited stablespec R package
View stablespec citation profile
Other R packages that stablespec depends,
imports, suggests or enhances
Complete documentation for stablespec
Functions, R codes and Examples using
the stablespec R package
Some associated functions: crossdata6V . dataReshape . getModelFitness . longiData4V3T . modelPop . plotStability . repairCyclicModel . stableSpec .
Some associated R codes: NSGAStuff.R . consOperation.R . crossOver.R . crossdataV6.R . crowdingDistance.R . dag2CpdagCons.R . dataReshape.R . edgeOperation.R . genPopulation.R . getData.R . getModelFitness.R . groupFrontComp.R . initialPopulation.R . longiData4V3T.R . makeEdgeDf.R . modelFitness.R . modelPop.R . mutation.R . optimalModels.R . orderEdge.R . plotStab.R . relevantStructure.R . repairCyclicModel.R . stableSpec.R . stringToMatrix.R . structureStab.R . toLabelEdge.R . topoOrder.R . writeModel.R . Full stablespec package functions and examples
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