whitening

Whitening and High-Dimensional Canonical Correlation Analysis

CRAN Package

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).


Documentation


Team


Insights

Last 30 days

This package has been downloaded 373 times in the last 30 days. More than a random curiosity, but not quite a blockbuster. Still, it's gaining traction! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 15 times.

Sun
Mon
Tue
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Sat
0 downloadsMar 23, 2025
14 downloadsMar 24, 2025
5 downloadsMar 25, 2025
4 downloadsMar 26, 2025
20 downloadsMar 27, 2025
22 downloadsMar 28, 2025
1 downloadsMar 29, 2025
3 downloadsMar 30, 2025
11 downloadsMar 31, 2025
10 downloadsApr 1, 2025
14 downloadsApr 2, 2025
8 downloadsApr 3, 2025
4 downloadsApr 4, 2025
11 downloadsApr 5, 2025
7 downloadsApr 6, 2025
7 downloadsApr 7, 2025
12 downloadsApr 8, 2025
23 downloadsApr 9, 2025
9 downloadsApr 10, 2025
18 downloadsApr 11, 2025
31 downloadsApr 12, 2025
6 downloadsApr 13, 2025
17 downloadsApr 14, 2025
29 downloadsApr 15, 2025
18 downloadsApr 16, 2025
13 downloadsApr 17, 2025
14 downloadsApr 18, 2025
10 downloadsApr 19, 2025
2 downloadsApr 20, 2025
15 downloadsApr 21, 2025
15 downloadsApr 22, 2025
0 downloadsApr 23, 2025
0 downloadsApr 24, 2025
0 downloadsApr 25, 2025
0 downloadsApr 26, 2025
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31

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 4,876 times in the last 365 days. Consider this 'mid-tier influencer' status—if it were a TikTok, it would get a nod from nieces and nephews. The day with the most downloads was Aug 24, 2024 with 51 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


Binaries


Dependencies

  • Depends1 package
  • Reverse Imports2 packages
  • Reverse Suggests2 packages