Cluster High Dimensional Categorical Datasets
Overview
Scalable Bayesian clustering of categorical datasets. The package implements a hierarchical Dirichlet (Process) mixture of multinomial distributions. It is thus a probabilistic latent class model (LCM) and can be used to reduce the dimensionality of hierarchical data and cluster individuals into latent classes. It can automatically infer an appropriate number of latent classes or find k classes, as defined by the user. The model is based on a paper by Dunson and Xing (2009) doi:10.1198/jasa.2009.tm08439, but implements a scalable variational inference algorithm so that it is applicable to large datasets. It is described and tested in the accompanying paper by Ahlmann-Eltze and Yau (2018) doi:10.1109/DSAA.2018.00068.
- Improve error message if underflow in zeta calculation (#1). Thanks to @jmelero611.
From NEWS.md in the release
Install
Health
NOTECRAN incoming feasibilityr-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc
Maintainer: ‘Constantin Ahlmann-Eltze <artjom31415@googlemail.com>’ Package CITATION file contains call(s) to old-style personList() or as.personList(). Please use c() on person objects instead. Package CITATION file contains call(s) to old-style citEntry(). Please use bibentry() instead.
- NOTE11 OK, 2 NOTENow
- NOTE11 OK, 1 NOTE, 1 FAILURE2026-06-08
- WARNING11 OK, 1 NOTE, 1 WARNING2026-06-07
- NOTE12 OK, 2 NOTE2026-04-22
- ERROR11 OK, 2 NOTE, 1 ERROR2026-04-18
- NOTE12 OK, 2 NOTE2026-03-10
Documentation
- Help pages
- 7
- Examples that run
- 71%5 run in a plain check · 2 only when donttest examples are enabled (R CMD check --as-cran)
- Exported functions with examples
- 100%
- Documented parameters
- 92%
- Return-value docs
- 60%
- Help pages citing references
- 29%
Downloads
Repository
- PRs merged (all time)
- not measured
- Median days to close, 50 most recently updated closed issues
- 2
- Median days to close, 50 most recently updated closed PRs
- not measured
Stars over time
Releases over time
Issues over time
4 development-tooling and community-health practices detected across 4 families in the upstream repository
Checks run against github.com/const-ae/mixdir on 2026-10-18.
Dependencies
Installing mixdir adds 3 packages (3 with compiled code, 2.9 MB of source tarballs). Heaviest: Rcpp 1.8 MB, RcppArmadillo 1.0 MB, extraDistr 146 KB.
Code & Tests
Datasets
People & History
Pick two releases to compare their code metrics.
- RR 4.6.0 released · 2026-04-24
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- RR 4.2.0 released · 2022-04-22
- RR 4.1.0 released · 2021-05-18
- RR 4.0.0 released · 2020-04-24
- 0.3.0Latest
- RR 3.6.0 released · 2019-04-26
- 0.2.02019-03-11 · diff ↗
- 0.1.02018-06-18
- RR 3.5.0 released · 2018-04-23
Package metadata
- First published
- 2018-06-18
- Total releases
- 3 / 8 yrs
- License
- GPL-3 OSI
- Minimum R
- ≥ 2.10
- Bundled data
- 34 KB / 1 file
- Download size
- 220 KB
Cite
Cite this package
Run in R for the authors' entry:
citation("mixdir")The package provides a citation file, so citation() returns the authors' own entry.
It points to 10.1109/dsaa.2018.00068.
Cite the R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
From data release v2026-10-21, which the citation names so these numbers can be found later. More on citing and the projects behind them.