Package: l1spectral 0.99.6

Magali Champion

l1spectral: An L1-Version of the Spectral Clustering

Provides an l1-version of the spectral clustering algorithm devoted to robustly clustering highly perturbed graphs using l1-penalty. This algorithm is described with more details in the preprint C. Champion, M. Champion, M. Blazère, R. Burcelin and J.M. Loubes, "l1-spectral clustering algorithm: a spectral clustering method using l1-regularization" (2022).

Authors:Camille Champion [aut], Magali Champion [aut, cre]

l1spectral_0.99.6.tar.gz
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l1spectral.pdf |l1spectral.html✨
l1spectral/json (API)

# Install 'l1spectral' in R:
install.packages('l1spectral', repos = 'https://cloud.r-project.org')
Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
Datasets:
  • ToyData - Toy data for running the l1-spectral clustering algorithm

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

openblascpp

1.00 score 227 downloads 8 exports 84 dependencies

Last updated 3 years agofrom:e85450abac. Checks:1 OK, 2 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 21 2025
R-4.5-linux-x86_64NOTEMar 21 2025
R-4.4-linux-x86_64NOTEMar 21 2025

Exports:ComputePerformancesCreateDataSetFindElementFindNbrClustersFindStructurel1_spectrall1_spectralclusteringPenOpt

Dependencies:aricodecaretclasscliclockcodetoolscolorspacecpp11cvToolsdata.tableDEoptimRdiagramdigestdplyre1071fansifarverforeachfuturefuture.applygenericsggplot2glmnetglobalsgluegowergtablehardhatigraphipredisobanditeratorsKernSmoothlabelinglatticelavalifecyclelistenvlubridatemagrittrMASSMatrixmgcvModelMetricsmunsellnlmennetnumDerivparallellypillarpkgconfigplyrpROCprodlimprogressrproxypurrrR6RColorBrewerRcppRcppArmadilloRcppEigenrecipesreshape2rlangrobustbaserpartscalesshapesparsevctrsSQUAREMstringistringrsurvivaltibbletidyrtidyselecttimechangetimeDatetzdbutf8vctrsviridisLitewithr

Citation

To cite package ‘l1spectral’ in publications use:

Champion C, Champion M (2022). l1spectral: An L1-Version of the Spectral Clustering. R package version 0.99.6, https://CRAN.R-project.org/package=l1spectral.

Corresponding BibTeX entry: 

  @Manual{,
    title = {l1spectral: An L1-Version of the Spectral Clustering},
    author = {Camille Champion and Magali Champion},
    year = {2022},
    note = {R package version 0.99.6},
    url = {https://CRAN.R-project.org/package=l1spectral},
  }