libpca C++ library Icon

libpca C++ library

A C++ library for principal component analysis

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Description

libpca is a C++ library for principal component analysis and related transformations. It comes with example and unit tests. libpca is successfully tested on Linux and MacOSX using g++ (>=4.6), clang++ (>=3.2), and icc (>=14.0).

libpca requires Armadillo (>=3.2.4) which can be obtained as a pre-compiled package on most distributions or directly from http://arma.sourceforge.net.

libpca is being developed by Christian Blume. Contact Christian at chr.blume@gmail.com for any questions or comments.

libpca C++ library Web Site

Categories

Algorithms, Statistics

License

MIT License

Features

  • computes a principal component analysis
  • computes energy, eigenvalues, eigenvectors, principal components
  • option to normalize the data matrix
  • option to bootstrap the eigenproblem to obtain uncertainty estimates of energy and eigenvalues
  • methods to project data records to the space of principal components and back
  • method to reduce the number of eigenvectors affecting the data record projections
  • methods to check the accuracy of the solution to the eigenproblem
  • methods to save and load pca properties to and from files
  • pca offers a standard C++ interface using not more than primitive types, std::string, and std::vector
  • libpca comes with example and unit tests
  • a great deal of libpca runs in parallel thanks to Armadillo

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Additional Project Details

Languages

English

Intended Audience

Developers

Programming Language

C++

Registered

2013-01-01

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