Cluster PCA For outliers detection in high-dimensional data

Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics

Volumn , Issue , 2007, Pages 3961-3966

  Stefatos, George ^a   Ben Hamza, A ^a  

^a Concordia University ^*  (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL METHODS; DATA STRUCTURES; PRINCIPAL COMPONENT ANALYSIS;

MULTIVARIATE OUTLIER DETECTION TECHNIQUES; OUTLIERS DETECTION;

CLUSTERING ALGORITHMS;

EID: 40949142683     PISSN: 1062922X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICSMC.2007.4414244     Document Type: Conference Paper

References (16)

1. M.S. Chen, J. Han, and P.S. Yu, "Data mining: an overview from a database perspective," IEEE Transactions on Knowledge and Data Engineering vol. 8, pp. 866-883, 1996.
2. U.M. Fayyad, O. Piatetsky-Shapiro, P. Smyth, and R. Uthurusamy. Advances in Knowledge Discovery and Data Mining, AAAI/MIT Press, 1996.
3. P.J. Rousseeuw, and K.V. Driessen, "A fast algorithm for the minimum covariance determinant estimator," Technometrics, vol. 41, no. 3, pp. 212-223, 1999.
4. M. Hubert, P.J. Rousseeuw, and K.V. Branden, "ROBPCA: a new approach to robust principal component analysis," Technometrics, vol. 47, pp. 64-79, 2005.
5. P. Filzmoser, "A multivariate outlier detection method" Proc. International Conference on Computer Data Analysis and Modeling, vol. 1, pp. 18-22, 2004.
6. W.J. Egan and S.L. Morgan, "Outlier detection in multivariate analytical chemical data," Analyical Chemistry, vol. 70, pp. 2372-3279, 1998.
7. J.A. Vargas, "Robust estimation in multivariate control charts for individual observations," Journal of Quality Technology, vol. 35, no. 4, October 2003.
8. F. Angiulli, S. Basta, C. Pizzuti. "Distance-based detection and prediction of outliers," IEEE Transactions on Knowledge and Data Engineering, vol. 18, pp. 145-160, 2006.
9. R.O. Duda, P.E. Hart, and D.G. Stork, Pattern classification, 2nd Edition, Wiley Interscience, 2000.
10. I.T. Jolliffe, Principal Component Analysis, New York: Springer, 1986.
11. CC. Aggarwal, and P.S. Yu, "Oulier detection for high dimensional data," Proc. ACM SIGMOD, 2001.
12. D.C. Montgomery, Introduction to Statistical Quality Control, John Wiley & Sons, 2005.
13. K. Yang and J. Trewn, Multivariate Statistical Methods in Quality Management, Mc Graw Hill Professional, 2004.
14. F.A. Alqallaf, K.P. Konis, and R.D. Martin, "Scalable robust covariance and correlation estimates for Data Mining," Proc. ACM SIGKDD, 2002.
15. P.J. Rousseeuw and A.M Leroy, Robust Regression and Outlier Detection, John Wiley & Sons, New York, NY, 1987.
16. S. Engelen, M. Hubert, and K. Vanden Branden, "A comparison of three procedures for robust PCA in high dimensions," Austrian Journal of Statistics, vol. 34, pp. 117-126, 2005.