Builds matched nulls for cluster-count claims: synthetic twins of a dataset that preserve every marginal distribution and the full correlation matrix while containing no cluster structure by construction. A reported number of clusters or "types" can then be tested against what the data's own margins and covariance already produce, using any clustering pipeline. A t-copula option adds tail dependence to the null, so that an apparent excess of clusters can be checked against a heavier-tailed alternative before it is read as evidence of types. Implements the matched-null procedure of Meng (2026) "Types Without Taxa" <doi:10.17605/OSF.IO/2EKCG>.
| Version: | 0.2.1 |
| Imports: | stats |
| Suggests: | mclust, testthat (≥ 3.0.0), knitr, rmarkdown, future.apply, future |
| Published: | 2026-08-21 |
| DOI: | 10.32614/CRAN.package.matchednull |
| Author: | Miura Meng |
| Maintainer: | Miura Meng <haomeng797 at gmail.com> |
| BugReports: | https://github.com/haomeng797-ship-it/matchednull/issues |
| License: | MIT + file LICENSE |
| URL: | https://haomeng797-ship-it.github.io/matchednull/, https://github.com/haomeng797-ship-it/matchednull |
| NeedsCompilation: | no |
| Citation: | matchednull citation info |
| Materials: | README, NEWS |
| In views: | Cluster |
| CRAN checks: | matchednull results |
| Reference manual: | matchednull.html , matchednull.pdf |
| Vignettes: |
Testing a cluster count with matched nulls (source, R code) |
| Package source: | matchednull_0.2.1.tar.gz |
| Windows binaries: | r-devel: matchednull_0.1.0.zip, r-release: matchednull_0.1.0.zip, r-oldrel: matchednull_0.1.0.zip |
| macOS binaries: | r-release (arm64): matchednull_0.2.1.tgz, r-oldrel (arm64): matchednull_0.2.1.tgz, r-release (x86_64): matchednull_0.1.0.tgz, r-oldrel (x86_64): matchednull_0.1.0.tgz |
| Old sources: | matchednull archive |
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