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Simultaneous clustering of rows and columns, usually designated by biclustering, co-clustering or block clustering, is an important technique in two way data analysis. It consists of estimating a mixture model which takes into account the block clustering problem on both the individual and variables sets. The 'blockcluster' package provides a bridge between the C++ core library build on top of the 'STK++' library, and the R statistical computing environment. This package allows to co-cluster binary <doi:10.1016/j.csda.2007.09.007>, contingency <doi:10.1080/03610920903140197>, continuous <doi:10.1007/s11634-013-0161-3> and categorical data-sets <doi:10.1007/s11222-014-9472-2>. It also provides utility functions to visualize the results. This package may be useful for various applications in fields of Data mining, Information retrieval, Biology, computer vision and many more. More information about the project and comprehensive tutorial can be found on the link mentioned in URL.
| Version: | 4.5.5 |
| Depends: | R (≥ 4.1.0), rtkore (≥ 1.6.10) |
| Imports: | methods |
| LinkingTo: | Rcpp, rtkore (≥ 1.6.10) |
| Published: | 2024-02-23 |
| DOI: | 10.32614/CRAN.package.blockcluster |
| Author: | Serge Iovleff [aut, cre], Parmeet Singh Bhatia [aut], Josselin Demont [ctb], Vincent Brault [ctb], Vincent Kubicki [ctb], Gerard Goavert [ctb], Christophe Biernacki [ctb], Gilles Celeux [ctb] |
| Maintainer: | Serge Iovleff <Serge.Iovleff at stkpp.org> |
| License: | GPL (≥ 3) |
| Copyright: | Inria |
| URL: | https://gitlab.inria.fr/iovleff/blockcluster |
| NeedsCompilation: | yes |
| SystemRequirements: | GNU make |
| Citation: | blockcluster citation info |
| Materials: | NEWS |
| CRAN checks: | blockcluster results |
| Reference manual: | blockcluster.pdf |
| Vignettes: |
blockcluster tutorial |
| Package source: | blockcluster_4.5.5.tar.gz |
| Windows binaries: | r-devel: blockcluster_4.5.5.zip, r-release: blockcluster_4.5.5.zip, r-oldrel: blockcluster_4.5.5.zip |
| macOS binaries: | r-release (arm64): blockcluster_4.5.5.tgz, r-oldrel (arm64): blockcluster_4.5.5.tgz, r-release (x86_64): blockcluster_4.5.5.tgz, r-oldrel (x86_64): blockcluster_4.5.5.tgz |
| Old sources: | blockcluster archive |
| Reverse suggests: | diceR |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.