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Description

Automatic Estimation of Number of Principal Components in PCA.

Automatic estimation of number of principal components in PCA with PEnalized SEmi-integrated Likelihood (PESEL). See Piotr Sobczyk, Malgorzata Bogdan, Julie Josse "Bayesian dimensionality reduction with PCA using penalized semi-integrated likelihood" (2017) <doi:10.1080/10618600.2017.1340302>.

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README

What is this repository for?

Package pesel

  • is R package for estimating number of relevant principal components in PCA
  • provides posterior distribution on number of components
  • works well with number of variables larger, than the number of observations

How do I get set up?

  • Install pesel package using devtools package
install_github("psobczyk/pesel")
  • No additional configuration is needed
  • Read vignette to get familiar with basic usage

Who do I talk to?

  • If help provided in the package documentation does not solve your problem please contact Piotr.Sobczyk[at]pwr.edu.pl

alt tag

This project has received funding from the European Union’s Seventh Framework Programme for research, technological development and demonstration under grant agreement no 602552.

Metadata

Version

0.7.5

License

Unknown

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