Algorithms for Projection-Pursuit Robust Principal Component Analysis

@inproceedings{Croux2007AlgorithmsFP,
  title={Algorithms for Projection-Pursuit Robust Principal Component Analysis},
  author={Christophe Croux and Peter Filzmoser and Maria Ros{\'a}rio de Oliveira},
  year={2007}
}
Principal Component Analysis (PCA) is very sensitive in presence of outliers. One of the most appealing robust methods for principal component analysis uses the Projection-Pursuit principle. Here, one projects the data on a lower-dimensional space such that a robust measure of variance of the projected data will be maximized. The Projection-Pursuit based method for principal component analysis has recently been introduced in the field of chemometrics, where the number of variables is typically… CONTINUE READING

From This Paper

Figures, tables, and topics from this paper.

Citations

Publications citing this paper.

FILTER CITATIONS BY YEAR

1989
2018

CITATION STATISTICS

  • 15 Highly Influenced Citations

  • Averaged 7 Citations per year over the last 3 years

  • 45% Increase in citations per year in 2018 over 2017

References

Publications referenced by this paper.
SHOWING 1-10 OF 18 REFERENCES

Journal of Multivariate Analysis

  • C. Croux, A. Ruiz-Gazen
  • 95
  • 2005
Highly Influential
5 Excerpts

Journal of the American Statistical Association

  • P. J. Rousseeuw, C. Croux
  • 88
  • 1993
Highly Influential
5 Excerpts

J

  • I. Stanimirova, M. Daszykowski, E. Van Gyseghem, F. F. Bensaid, M. Lees
  • Smeyers-Verbeke, D.L. Massart, and Y. Vander…
  • 2005

Technometrics

  • R. A. Maronna
  • 47
  • 2005
1 Excerpt

Technometrics

  • M. Hubert, P. J. Rousseeuw, K. Vanden Branden
  • 47
  • 2005

C . Croux and A . Ruiz - Gazen

  • P. Van Espen
  • Chemometrics and Intelligent Laboratory Systems…
  • 2002

and S

  • M. Hubert, P. J. Rousseeuw
  • Verboven (), Chemometrics and Intelligent…
  • 2002
3 Excerpts

and C

  • U. Gather, T. Hilker
  • Becker, in L.T. Fernholz, S. Morgenthaler, and W…
  • 2001

Biometrika

  • C. Croux, G. Haesbroeck
  • 87
  • 2000
1 Excerpt

in A

  • C. Croux, A. Ruiz-Gazen
  • Prat (Ed.), Compstat: Proceedings in…
  • 1996
2 Excerpts

Similar Papers

Loading similar papers…