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singR

Simultaneous Non-Gaussian Component Analysis

v0.1.3 · Jan 27, 2025 · MIT + file LICENSE

Description

Implementation of SING algorithm to extract joint and individual non-Gaussian components from two datasets. SING uses an objective function that maximizes the skewness and kurtosis of latent components with a penalty to enhance the similarity between subject scores. Unlike other existing methods, SING does not use PCA for dimension reduction, but rather uses non-Gaussianity, which can improve feature extraction. Benjamin B.Risk, Irina Gaynanova (2021) <doi:10.1214/21-AOAS1466>.

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NOTE r-oldrel-macos-arm64

installed package size

  installed size is  5.4Mb
  sub-directories of 1Mb or more:
    data   2.3Mb
    libs   2.7Mb
NOTE r-oldrel-macos-x86_64

installed package size

  installed size is  5.5Mb
  sub-directories of 1Mb or more:
    data   2.3Mb
    libs   2.8Mb
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NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-oldrel-macos-arm64

installed package size

  installed size is  5.4Mb
  sub-directories of 1Mb or more:
    data   2.3Mb
    libs   2.7Mb
NOTE r-oldrel-macos-x86_64

installed package size

  installed size is  5.5Mb
  sub-directories of 1Mb or more:
    data   2.3Mb
    libs   2.8Mb

Dependency Network

Dependencies Reverse dependencies MASS Rcpp clue gam (>= 1.20.1) ICtest singR

Version History

new 0.1.3 Mar 9, 2026