Mia Hubert

Publication Activity (10 Years)

Years Active: 1999-2022
Publications (10 Years): 12

Top Topics

Detecting Outliers

High Dimensional Datasets

Outlier Detection

Robust Statistics

Top Venues

Stat. Methods Appl.

Comput. Stat. Data Anal.

Publications

Jakob Raymaekers, Peter J. Rousseeuw, Mia Hubert
Class Maps for Visualizing Classification Results. Technometrics 64 (2) (2022)
Joachim Schreurs, Iwein Vranckx, Mia Hubert, Johan A. K. Suykens, Peter J. Rousseeuw
Outlier detection in non-elliptical data by kernel MRCD. Stat. Comput. 31 (5) (2021)
Joachim Schreurs, Iwein Vranckx, Bart De Ketelaere, Mia Hubert, Johan A. K. Suykens, Peter J. Rousseeuw
Outlier detection in non-elliptical data by kernel MRCD. CoRR (2020)
Jakob Raymaekers, Peter J. Rousseeuw, Mia Hubert
Visualizing classification results. CoRR (2020)
Mia Hubert, Peter J. Rousseeuw, Wannes Van Den Bossche
MacroPCA: An All-in-One PCA Method Allowing for Missing Values as Well as Cellwise and Rowwise Outliers. Technometrics 61 (4) (2019)
Peter J. Rousseeuw, Mia Hubert
Anomaly detection by robust statistics. WIREs Data Mining Knowl. Discov. 8 (2) (2018)
Mia Hubert, Tim Verdonck, Özlem Yorulmaz
Fast robust SUR with economical and actuarial applications. Stat. Anal. Data Min. 10 (2) (2017)
Mia Hubert, Peter J. Rousseeuw, Pieter Segaert
Multivariate and functional classification using depth and distance. Adv. Data Anal. Classif. 11 (3) (2017)
Mia Hubert, Tom Reynkens, Eric Schmitt, Tim Verdonck
Sparse PCA for High-Dimensional Data With Outliers. Technometrics 58 (4) (2016)
Mia Hubert, Peter J. Rousseeuw, Pieter Segaert
Multivariate functional outlier detection. Stat. Methods Appl. 24 (2) (2015)
Mia Hubert, Peter J. Rousseeuw, Pieter Segaert
Rejoinder to 'multivariate functional outlier detection'. Stat. Methods Appl. 24 (2) (2015)
Mia Hubert, Peter J. Rousseeuw, Dina Vanpaemel, Tim Verdonck
The DetS and DetMM estimators for multivariate location and scatter. Comput. Stat. Data Anal. 81 (2015)
Mia Hubert, Goedele Dierckx, Dina Vanpaemel
Detecting influential data points for the Hill estimator in Pareto-type distributions. Comput. Stat. Data Anal. 65 (2013)
Leen Slaets, Gerda Claeskens, Mia Hubert
Phase and amplitude-based clustering for functional data. Comput. Stat. Data Anal. 56 (7) (2012)
Wing Kam Fung, Xuming He, Mia Hubert, Stephen Portnoy, Huixia Judy Wang
Editorial for the special issue on quantile regression and semiparametric methods. Comput. Stat. Data Anal. 56 (4) (2012)
Peter J. Rousseeuw, Mia Hubert
Robust statistics for outlier detection. WIREs Data Mining Knowl. Discov. 1 (1) (2011)
Mia Hubert, Stephan Van der Veeken
Robust classification for skewed data. Adv. Data Anal. Classif. 4 (4) (2010)
Tim Verdonck, Mia Hubert, Peter J. Rousseeuw
DetMCD in a Calibration Framework. COMPSTAT (2010)
Michiel Debruyne, Andreas Christmann, Mia Hubert, Johan A. K. Suykens
Robustness of reweighted Least Squares Kernel Based Regression. J. Multivar. Anal. 101 (2) (2010)
Michiel Debruyne, Mia Hubert, Johan Van Horebeek
Detecting influential observations in Kernel PCA. Comput. Stat. Data Anal. 54 (12) (2010)
Kris De Brabanter, Kristiaan Pelckmans, Jos De Brabanter, Michiel Debruyne, Johan A. K. Suykens, Mia Hubert, Bart De Moor
Robustness of Kernel Based Regression: A Comparison of Iterative Weighting Schemes. ICANN (1) (2009)
Mia Hubert, Peter J. Rousseeuw, Tim Verdonck
Robust PCA for skewed data and its outlier map. Comput. Stat. Data Anal. 53 (6) (2009)
Guy Brys, Mia Hubert, Anja Struyf
Goodness-of-fit tests based on a robust measure of skewness. Comput. Stat. 23 (3) (2008)
Mia Hubert, Ellen Vandervieren
An adjusted boxplot for skewed distributions. Comput. Stat. Data Anal. 52 (12) (2008)
Michiel Debruyne, Mia Hubert, Stephen Portnoy, K. Vanden Branden
Censored depth quantiles. Comput. Stat. Data Anal. 52 (3) (2008)
Mia Hubert, Sanne Engelen
Fast cross-validation of high-breakdown resampling methods for PCA. Comput. Stat. Data Anal. 51 (10) (2007)
B. Vandewalle, Jan Beirlant, Andreas Christmann, Mia Hubert
A robust estimator for the tail index of Pareto-type distributions. Comput. Stat. Data Anal. 51 (12) (2007)
Andreas Christmann, Ingo Steinwart, Mia Hubert
Robust learning from bites for data mining. Comput. Stat. Data Anal. 52 (1) (2007)
Guy Brys, Mia Hubert, Anja Struyf
Robust measures of tail weight. Comput. Stat. Data Anal. 50 (3) (2006)
Mia Hubert, Peter J. Rousseeuw, Karlien Vanden Branden
ROBPCA: A New Approach to Robust Principal Component Analysis. Technometrics 47 (1) (2005)
Mia Hubert, Katrien van Driessen
Fast and robust discriminant analysis. Comput. Stat. Data Anal. 45 (2) (2004)
Mia Hubert, Sanne Engelen
Robust PCA and classification in biosciences. Bioinform. 20 (11) (2004)
Sabine Verboven, Mia Hubert
Robust Principal Components Regression. COMPSTAT (2002)
Peter J. Rousseeuw, Mia Hubert
Depth in an Arrangement of Hyperplanes. Discret. Comput. Geom. 22 (2) (1999)