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r / packages / r-whitening

Implements the whitening methods (ZCA, PCA, Cholesky, ZCA-cor, and PCA-cor) discussed in Kessy, Lewin, and Strimmer (2018) "Optimal whitening and decorrelation", <doi:10.1080/00031305.2016.1277159>, as well as the whitening approach to canonical correlation analysis allowing negative canonical correlations described in Jendoubi and Strimmer (2019) "A whitening approach to probabilistic canonical correlation analysis for omics data integration", <doi:10.1186/s12859-018-2572-9>. The package also offers functions to simulate random orthogonal matrices, compute (correlation) loadings and explained variation. It also contains four example data sets (extended UCI wine data, TCGA LUSC data, nutrimouse data, extended pitprops data).

Type Size Name Uploaded Downloads Labels
conda 538.4 kB | noarch/r-whitening-1.4.0-r43h142f84f_0.tar.bz2  9 months and 28 days ago 14 main
conda 529.2 kB | noarch/r-whitening-1.3.0-r42h142f84f_0.tar.bz2  2 years and 4 months ago 46 main
conda 515.1 kB | noarch/r-whitening-1.1.1-r36h6115d3f_0.tar.bz2  4 years and 8 months ago 122 main

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