2025
Cellwise and Casewise Robust Covariance in High Dimensions.
CoRR, May, 2025
Kernel outlier detection.
J. Data Sci. Stat. Vis., 2025
Multivariate Singular Spectrum Analysis by Robust Diagonalwise Low-Rank Approximation.
J. Comput. Graph. Stat., 2025
2022
Class Maps for Visualizing Classification Results.
Technometrics, 2022
2021
Outlier detection in non-elliptical data by kernel MRCD.
Stat. Comput., 2021
2020
Outlier detection in non-elliptical data by kernel MRCD.
CoRR, 2020
Visualizing classification results.
CoRR, 2020
2019
MacroPCA: An All-in-One PCA Method Allowing for Missing Values as Well as Cellwise and Rowwise Outliers.
Technometrics, 2019
2018
Anomaly detection by robust statistics.
WIREs Data Mining Knowl. Discov., 2018
2017
Fast robust SUR with economical and actuarial applications.
Stat. Anal. Data Min., 2017
Multivariate and functional classification using depth and distance.
Adv. Data Anal. Classif., 2017
2016
Sparse PCA for High-Dimensional Data With Outliers.
Technometrics, 2016
2015
Rejoinder to 'multivariate functional outlier detection'.
Stat. Methods Appl., 2015
Multivariate functional outlier detection.
Stat. Methods Appl., 2015
The DetS and DetMM estimators for multivariate location and scatter.
Comput. Stat. Data Anal., 2015
2013
Detecting influential data points for the Hill estimator in Pareto-type distributions.
Comput. Stat. Data Anal., 2013
2012
Phase and amplitude-based clustering for functional data.
Comput. Stat. Data Anal., 2012
Editorial for the special issue on quantile regression and semiparametric methods.
Comput. Stat. Data Anal., 2012
2011
Multivariate Techniques: Robustness.
Proceedings of the International Encyclopedia of Statistical Science, 2011
Robust statistics for outlier detection.
WIREs Data Mining Knowl. Discov., 2011
2010
Robustness of reweighted Least Squares Kernel Based Regression.
J. Multivar. Anal., 2010
Detecting influential observations in Kernel PCA.
Comput. Stat. Data Anal., 2010
Robust classification for skewed data.
Adv. Data Anal. Classif., 2010
DetMCD in a Calibration Framework.
Proceedings of the 19th International Conference on Computational Statistics, 2010
2009
Robust PCA for skewed data and its outlier map.
Comput. Stat. Data Anal., 2009
Robustness of Kernel Based Regression: A Comparison of Iterative Weighting Schemes.
Proceedings of the Artificial Neural Networks, 2009
2008
Goodness-of-fit tests based on a robust measure of skewness.
Comput. Stat., 2008
An adjusted boxplot for skewed distributions.
Comput. Stat. Data Anal., 2008
Censored depth quantiles.
Comput. Stat. Data Anal., 2008
2007
A robust estimator for the tail index of Pareto-type distributions.
Comput. Stat. Data Anal., 2007
Fast cross-validation of high-breakdown resampling methods for PCA.
Comput. Stat. Data Anal., 2007
Robust learning from bites for data mining.
Comput. Stat. Data Anal., 2007
2006
Robust measures of tail weight.
Comput. Stat. Data Anal., 2006
2005
ROBPCA: A New Approach to Robust Principal Component Analysis.
Technometrics, 2005
2004
Fast and robust discriminant analysis.
Comput. Stat. Data Anal., 2004
Robust PCA and classification in biosciences.
Bioinform., 2004
2002
Robust Principal Components Regression.
Proceedings of the COMPSTAT 2002, 2002
1999
Depth in an Arrangement of Hyperplanes.
Discret. Comput. Geom., 1999