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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  1 year and 1 month ago 20 main
conda 529.2 kB | noarch/r-whitening-1.3.0-r42h142f84f_0.tar.bz2  2 years and 7 months ago 51 main
conda 515.1 kB | noarch/r-whitening-1.1.1-r36h6115d3f_0.tar.bz2  4 years and 11 months ago 127 main

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