ICS

R package ICS: Tools for Exploring Multivariate Data via ICS/ICA. The package implements Tyler et al.’s and Oja et al.’s method of two different scatter matrices to obtain an invariant coordinate system or independent components, depending on the underlying assumptions.

Keywords for this software

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References in zbMATH (referenced in 15 articles , 1 standard article )

Showing results 1 to 15 of 15.
Sorted by year (citations)

  1. Daniel Fischer, Karl Mosler, Jyrki Möttönen, Klaus Nordhausen, Oleksii Pokotylo, Daniel Vogel: Computing the Oja Median in R: The Package OjaNP (2020) not zbMATH
  2. Radojičić, Una; Nordhausen, Klaus: Non-Gaussian component analysis: testing the dimension of the signal subspace (2020)
  3. Archimbaud, Aurore: Unsupervised outlier detection in quality control: an overview (2018)
  4. Archimbaud, Aurore; Nordhausen, Klaus; Ruiz-Gazen, Anne: ICS for multivariate outlier detection with application to quality control (2018)
  5. Virta, Joni; Li, Bing; Nordhausen, Klaus; Oja, Hannu: Independent component analysis for tensor-valued data (2017)
  6. Alashwali, Fatimah; Kent, John T.: The use of a common location measure in the invariant coordinate selection and projection pursuit (2016)
  7. Daniel Fischer, Alain Berro, Klaus Nordhausen, Anne Ruiz-Gazen: REPPlab: An R package for detecting clusters and outliers using exploratory projection pursuit (2016) arXiv
  8. Dümbgen, Lutz; Nordhausen, Klaus; Schuhmacher, Heike: New algorithms for (M)-estimation of multivariate scatter and location (2016)
  9. Joenssen, Dieter W.; Vogel, Jürgen: A power study of goodness-of-fit tests for multivariate normality implemented in R (2014)
  10. Nordhausen, Klaus: On robustifying some second order blind source separation methods for nonstationary time series (2014)
  11. Rao, Marepalli B. (ed.); Rao, C. R. (ed.): Computational statistics with R (2014)
  12. Klaus Nordhausen; Hannu Oja: Multivariate L1 Statistical Methods: The Package MNM (2011) not zbMATH
  13. Nordhausen, Klaus; Oja, Hannu; Paindaveine, Davy: Signed-rank tests for location in the symmetric independent component model (2009)
  14. Tyler, David E.; Critchley, Frank; Dümbgen, Lutz; Oja, Hannu: Invariant co-ordinate selection (with discussion) (2009)
  15. Klaus Nordhausen; Hannu Oja; David Tyler: Tools for Exploring Multivariate Data: The Package ICS (2008) not zbMATH