Package: clustord 2.0.1

Louise McMillan

clustord: Cluster Ordinal Data via Proportional Odds or Ordered Stereotype

Biclustering, row clustering and column clustering using the proportional odds model (POM), ordered stereotype model (OSM) or binary model for ordinal categorical data. Fernández, D., Arnold, R., Pledger, S., Liu, I., & Costilla, R. (2019) <doi:10.1007/s11634-018-0324-3>.

Authors:Louise McMillan [aut, cre, cph], Daniel Fernández Martínez [aut], Ying Cui [aut], Eleni Matechou [aut], W. N. Venables [ctb, cph], B. D. Ripley [ctb, cph]

clustord_2.0.1.tar.gz
clustord_2.0.1.zip(r-4.7-x86_64)clustord_2.0.1.zip(r-4.7-arm64)clustord_2.0.1.zip(r-4.6-x86_64)clustord_2.0.1.zip(r-4.6-arm64)clustord_2.0.1.zip(r-4.5-x86_64)
clustord_2.0.1.tgz(r-4.6-x86_64)clustord_2.0.1.tgz(r-4.6-arm64)clustord_2.0.1.tgz(r-4.5-x86_64)clustord_2.0.1.tgz(r-4.5-arm64)
clustord_2.0.1.tar.gz(r-4.7-arm64)clustord_2.0.1.tar.gz(r-4.7-x86_64)clustord_2.0.1.tar.gz(r-4.6-arm64)clustord_2.0.1.tar.gz(r-4.6-x86_64)
clustord_2.0.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
clustord/json (API)

# Install 'clustord' in R:
install.packages('clustord', repos = c('https://vuw-clustering.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/vuw-clustering/clustord/issues

Pkgdown/docs site:https://vuw-clustering.github.io

Uses libs:
  • c++– GNU Standard C++ Library v3

On CRAN:

Conda:

cpp

5.70 score 2 stars 25 scripts 329 downloads 7 exports 8 dependencies

Last updated from:d6343dafe8. Checks:15 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64OK146
linux-devel-x86_64OK161
source / vignettesOK170
linux-release-arm64OK151
linux-release-x86_64OK206
macos-release-arm64OK177
macos-release-x86_64OK481
macos-oldrel-arm64OK172
macos-oldrel-x86_64OK396
windows-devel-arm64OK469
windows-devel-x86_64OK237
windows-release-arm64OK428
windows-release-x86_64OK179
windows-oldrel-x86_64OK177
wasm-releaseOK98

Exports:calc_cluster_comparisonscalc_SE_biclustercalc_SE_rowclusterclustordmat_to_dfosmrerun

Dependencies:classflexclustlatticeMASSmodeltoolsnnetRcppRcppArmadillo

clustord Tutorial
TL:DR | Introduction | Model-based clustering | Ordinal data | Fitting clustord models | Data format | clustord models | Row clustering | Row cluster effect only | Fitting the model | Checking the output | Row clusters with individual column effects | Row clusters with individual column effects and interactions | Model selection | Incomplete-data and complete-data log-likelihoods | Column clustering | Column cluster effect only | Column clusters with individual row effects | Column clusters with individual row effects and interaction | Biclustering | Biclustering without interactions | Biclustering with interactions | Number of clusters | Important algorithm settings | nstarts | maxiter and startmaxiter | Clustering with covariates | Data format for covariates | Fitting a model with covariates | Label switching | A note about notation | References

Last update: 2026-03-02
Started: 2024-11-30

Regression with the Ordered Stereotype Model (OSM)
Introduction | Ordered Stereotype Model definition | Ordered Stereotype Model fitting | Covariate coefficients | mu parameters | phi parameters | Merging response levels | Recoding the response levels using the score parameters | Odds ratios | Stereotype Model functions in other packages | Plotting effects | References

Last update: 2026-03-02
Started: 2024-11-30

clustord Structure Summary
Row clustering | Row clustering only | Row clustering with individual column effects | Row clustering with row covariates | Row clustering with column covariates | Column clustering | Column clustering only | Column clustering with individual row effects | Column clustering with column covariates | Column clustering with row covariates | Biclustering | Biclustering with covariates

Last update: 2026-02-14
Started: 2024-11-30

clustord Convergence Tutorial
Introduction | How to check convergence | Why is convergence important? | What to do if the algorithm has not converged | What if it still doesn't converge?

Last update: 2026-02-14
Started: 2025-02-13

clustord Ordinal Models
TL:DR | Introduction | Proportional-odds model (POM) | Ordered stereotype model | A note about notation | References

Last update: 2024-11-30
Started: 2024-11-30