Package: simuclustfactor 0.0.3
Prosper Ablordeppey
simuclustfactor: Simultaneous Clustering and Factorial Decomposition of Three-Way Datasets
Implements two iterative techniques called T3Clus and 3Fkmeans, aimed at simultaneously clustering objects and a factorial dimensionality reduction of variables and occasions on three-mode datasets developed by Vichi et al. (2007) <doi:10.1007/s00357-007-0006-x>. Also, we provide a convex combination of these two simultaneous procedures called CT3Clus and based on a hyperparameter alpha (alpha in [0,1], with 3FKMeans for alpha=0 and T3Clus for alpha= 1) also developed by Vichi et al. (2007) <doi:10.1007/s00357-007-0006-x>. Furthermore, we implemented the traditional tandem procedures of T3Clus (TWCFTA) and 3FKMeans (TWFCTA) for sequential clustering-factorial decomposition (TWCFTA), and vice-versa (TWFCTA) proposed by P. Arabie and L. Hubert (1996) <doi:10.1007/978-3-642-79999-0_1>.
Authors:
simuclustfactor_0.0.3.tar.gz
simuclustfactor_0.0.3.tar.gz(r-4.5-noble)simuclustfactor_0.0.3.tar.gz(r-4.4-noble)
simuclustfactor_0.0.3.tgz(r-4.4-emscripten)simuclustfactor_0.0.3.tgz(r-4.3-emscripten)
simuclustfactor.pdf |simuclustfactor.html✨
simuclustfactor/json (API)
NEWS
# Install 'simuclustfactor' in R: |
install.packages('simuclustfactor', 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 years agofrom:90f0b9e9bf. Checks:OK: 2. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Dec 12 2024 |
R-4.5-linux | OK | Dec 12 2024 |
Exports:fit.3fkmeansfit.ct3clusfit.t3clusfit.twcftafit.twfctafoldgenerate_datasetgenerate_rmfmonekmeanspseudof.fullpseudof.reducedsimultaneoustandemunfold
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Simultaneous results attributes | attributes.simultaneous-class |
Tandem results attributes | attributes.tandem-class |
3FKMeans Model | fit.3fkmeans fit.3fkmeans,simultaneous-method |
CT3Clus Model | fit.ct3clus fit.ct3clus,simultaneous-method |
T3Clus Model | fit.t3clus fit.t3clus,simultaneous-method |
TWCFTA model | fit.twcfta fit.twcfta,tandem-method |
TWFCTA model | fit.twfcta fit.twfcta,tandem-method |
Folding Matrix to Tensor by Mode. | fold |
Three-Mode Dataset Generator for Simulations | generate_dataset |
Random Membership Function Matrix Generator | generate_rmfm |
One-run of the K-means clustering technique | onekmeans |
PseudoF Score in the Full-Space | pseudof.full |
PseudoF Score in the Reduced-Space | pseudof.reduced |
Simultaneous Model Constructor | simultaneous |
Simultaneous Model | simultaneous-class |
Initializes an instance of the tandem model required by the tandem methods. | tandem |
Tandem Class | tandem-class |
Tensor Matricization | unfold |