Mia Hubert

According to our database, Mia Hubert authored at least 35 papers between 1999 and 2022.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2022

Class Maps for Visualizing Classification Results.

Jakob Raymaekers, Peter J. Rousseeuw, Mia Hubert

Technometrics, 2022

2021

Outlier detection in non-elliptical data by kernel MRCD.

Joachim Schreurs, Iwein Vranckx, Mia Hubert, Johan A. K. Suykens, Peter J. Rousseeuw

Stat. Comput., 2021

2020

Outlier detection in non-elliptical data by kernel MRCD.

Joachim Schreurs, Iwein Vranckx, Bart De Ketelaere, Mia Hubert, Johan A. K. Suykens, Peter J. Rousseeuw

CoRR, 2020

Visualizing classification results.

Jakob Raymaekers, Peter J. Rousseeuw, Mia Hubert

CoRR, 2020

2019

MacroPCA: An All-in-One PCA Method Allowing for Missing Values as Well as Cellwise and Rowwise Outliers.

Mia Hubert, Peter J. Rousseeuw, Wannes Van Den Bossche

Technometrics, 2019

2018

Anomaly detection by robust statistics.

Peter J. Rousseeuw, Mia Hubert

WIREs Data Mining Knowl. Discov., 2018

2017

Fast robust SUR with economical and actuarial applications.

Mia Hubert, Tim Verdonck, Özlem Yorulmaz

Stat. Anal. Data Min., 2017

Multivariate and functional classification using depth and distance.

Mia Hubert, Peter J. Rousseeuw, Pieter Segaert

Adv. Data Anal. Classif., 2017

2016

Sparse PCA for High-Dimensional Data With Outliers.

Mia Hubert, Tom Reynkens, Eric Schmitt, Tim Verdonck

Technometrics, 2016

2015

Rejoinder to 'multivariate functional outlier detection'.

Mia Hubert, Peter J. Rousseeuw, Pieter Segaert

Stat. Methods Appl., 2015

Multivariate functional outlier detection.

Mia Hubert, Peter J. Rousseeuw, Pieter Segaert

Stat. Methods Appl., 2015

The DetS and DetMM estimators for multivariate location and scatter.

Mia Hubert, Peter J. Rousseeuw, Dina Vanpaemel, Tim Verdonck

Comput. Stat. Data Anal., 2015

2013

Detecting influential data points for the Hill estimator in Pareto-type distributions.

Mia Hubert, Goedele Dierckx, Dina Vanpaemel

Comput. Stat. Data Anal., 2013

2012

Phase and amplitude-based clustering for functional data.

Leen Slaets, Gerda Claeskens, Mia Hubert

Comput. Stat. Data Anal., 2012

Editorial for the special issue on quantile regression and semiparametric methods.

Wing Kam Fung, Xuming He, Mia Hubert, Stephen Portnoy, Huixia Judy Wang

Comput. Stat. Data Anal., 2012

2011

Multivariate Techniques: Robustness.

Mia Hubert, Peter J. Rousseeuw

Proceedings of the International Encyclopedia of Statistical Science, 2011

Robust statistics for outlier detection.

Peter J. Rousseeuw, Mia Hubert

WIREs Data Mining Knowl. Discov., 2011

2010

Robustness of reweighted Least Squares Kernel Based Regression.

Michiel Debruyne, Andreas Christmann, Mia Hubert, Johan A. K. Suykens

J. Multivar. Anal., 2010

Detecting influential observations in Kernel PCA.

Michiel Debruyne, Mia Hubert, Johan Van Horebeek

Comput. Stat. Data Anal., 2010

Robust classification for skewed data.

Mia Hubert, Stephan Van der Veeken

Adv. Data Anal. Classif., 2010

DetMCD in a Calibration Framework.

Tim Verdonck, Mia Hubert, Peter J. Rousseeuw

Proceedings of the 19th International Conference on Computational Statistics, 2010

2009

Robust PCA for skewed data and its outlier map.

Mia Hubert, Peter J. Rousseeuw, Tim Verdonck

Comput. Stat. Data Anal., 2009

Robustness of Kernel Based Regression: A Comparison of Iterative Weighting Schemes.

Kris De Brabanter, Kristiaan Pelckmans, Jos De Brabanter, Michiel Debruyne, Johan A. K. Suykens, Mia Hubert, Bart De Moor

Proceedings of the Artificial Neural Networks, 2009

2008

Goodness-of-fit tests based on a robust measure of skewness.

Guy Brys, Mia Hubert, Anja Struyf

Comput. Stat., 2008

An adjusted boxplot for skewed distributions.

Mia Hubert, Ellen Vandervieren

Comput. Stat. Data Anal., 2008

Censored depth quantiles.

Michiel Debruyne, Mia Hubert, Stephen Portnoy, K. Vanden Branden

Comput. Stat. Data Anal., 2008

2007

A robust estimator for the tail index of Pareto-type distributions.

B. Vandewalle, Jan Beirlant, Andreas Christmann, Mia Hubert

Comput. Stat. Data Anal., 2007

Fast cross-validation of high-breakdown resampling methods for PCA.

Mia Hubert, Sanne Engelen

Comput. Stat. Data Anal., 2007

Robust learning from bites for data mining.

Andreas Christmann, Ingo Steinwart, Mia Hubert

Comput. Stat. Data Anal., 2007

2006

Robust measures of tail weight.

Guy Brys, Mia Hubert, Anja Struyf

Comput. Stat. Data Anal., 2006

2005

ROBPCA: A New Approach to Robust Principal Component Analysis.

Mia Hubert, Peter J. Rousseeuw, Karlien Vanden Branden

Technometrics, 2005

2004

Fast and robust discriminant analysis.

Mia Hubert, Katrien van Driessen

Comput. Stat. Data Anal., 2004

Robust PCA and classification in biosciences.

Mia Hubert, Sanne Engelen

Bioinform., 2004

2002

Robust Principal Components Regression.

Sabine Verboven, Mia Hubert

Proceedings of the COMPSTAT 2002, 2002

1999

Depth in an Arrangement of Hyperplanes.

Peter J. Rousseeuw, Mia Hubert

Discret. Comput. Geom., 1999