Peter J. Rousseeuw

According to our database, Peter J. Rousseeuw authored at least 46 papers between 1987 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2023

Fast Linear Model Trees by PILOT.

Jakob Raymaekers, Peter J. Rousseeuw, Tim Verdonck, Ruicong Yao

CoRR, 2023

2022

Silhouettes and Quasi Residual Plots for Neural Nets and Tree-based Classifiers.

Jakob Raymaekers, Peter J. Rousseeuw

J. Comput. Graph. Stat., October, 2022

Class Maps for Visualizing Classification Results.

Jakob Raymaekers, Peter J. Rousseeuw, Mia Hubert

Technometrics, 2022

2021

Fast Robust Correlation for High-Dimensional Data.

Jakob Raymaekers, Peter J. Rousseeuw

Technometrics, 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

Handling Cellwise Outliers by Sparse Regression and Robust Covariance.

Jakob Raymaekers, Peter J. Rousseeuw

J. Data Sci. Stat. Vis., 2021

Fast and eager k-medoids clustering: O(k) runtime improvement of the PAM, CLARA, and CLARANS algorithms.

Erich Schubert, Peter J. Rousseeuw

Inf. Syst., 2021

2020

The minimum regularized covariance determinant estimator.

Kris Boudt, Peter J. Rousseeuw, Steven Vanduffel, Tim Verdonck

Stat. Comput., 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

Transforming variables to central normality.

Jakob Raymaekers, Peter J. Rousseeuw

CoRR, 2020

Clustering genomic words in human DNA using peaks and trends of distributions.

Ana Helena Tavares, Jakob Raymaekers, Peter J. Rousseeuw, Paula Brito, Vera Afreixo

Adv. Data Anal. Classif., 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

A generalized spatial sign covariance matrix.

Jakob Raymaekers, Peter J. Rousseeuw

J. Multivar. Anal., 2019

Faster k-Medoids Clustering: Improving the PAM, CLARA, and CLARANS Algorithms.

Erich Schubert, Peter J. Rousseeuw

Proceedings of the Similarity Search and Applications - 12th International Conference, 2019

2018

Anomaly detection by robust statistics.

Peter J. Rousseeuw, Mia Hubert

WIREs Data Mining Knowl. Discov., 2018

Detecting Deviating Data Cells.

Peter J. Rousseeuw, Wannes Van Den Bossche

Technometrics, 2018

Discussion of "The power of monitoring: how to make the most of a contaminated multivariate sample".

Jakob Raymaekers, Peter J. Rousseeuw, Iwein Vranckx

Stat. Methods Appl., 2018

2017

Multivariate and functional classification using depth and distance.

Mia Hubert, Peter J. Rousseeuw, Pieter Segaert

Adv. Data Anal. Classif., 2017

Dissimilar Symmetric Word Pairs in the Human Genome.

Ana Helena Tavares, Jakob Raymaekers, Peter J. Rousseeuw, Raquel M. Silva, Carlos A. C. Bastos, Armando J. Pinho, Paula Brito, Vera Afreixo

Proceedings of the 11th International Conference on Practical Applications of Computational Biology & Bioinformatics, 2017

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

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

Special Issue on Robust Methods for Classification and Data Analysis - Preface by the Guest Editors.

Marco Riani, Andrea Cerioli, Peter J. Rousseeuw

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

2008

Efficient Algorithms for Maximum Regression Depth.

Marc J. van Kreveld, Joseph S. B. Mitchell, Peter J. Rousseeuw, Micha Sharir, Jack Snoeyink, Bettina Speckmann

Discret. Comput. Geom., 2008

2006

Computing LTS Regression for Large Data Sets.

Peter J. Rousseeuw, Katrien van Driessen

Data Min. Knowl. Discov., 2006

2005

ROBPCA: A New Approach to Robust Principal Component Analysis.

Mia Hubert, Peter J. Rousseeuw, Karlien Vanden Branden

Technometrics, 2005

2004

Computation of robust statistics.

Peter J. Rousseeuw, Anja Struyf

Proceedings of the Handbook of Discrete and Computational Geometry, Second Edition., 2004

Robust Multivariate Regression.

Peter J. Rousseeuw, Stefan Van Aelst, Katrien van Driessen, Jose A. Gulló

Technometrics, 2004

2003

Computing Packet Loss Probabilities in Multiplexer Models Using Rational Approximation.

Annie A. M. Cuyt, R. B. Lenin, Gert Willems, Chris Blondia, Peter J. Rousseeuw

IEEE Trans. Computers, 2003

Efficient computation of location depth contours by methods of computational geometry.

Kim Miller, Suneeta Ramaswami, Peter J. Rousseeuw, Joan Antoni Sellarès, Diane L. Souvaine, Ileana Streinu, Anja Struyf

Stat. Comput., 2003

Fitting multiplicative models by robust alternating regressions.

Christophe Croux, Peter Filzmoser, G. Pison, Peter J. Rousseeuw

Stat. Comput., 2003

Robustness against separation and outliers in logistic regression.

Peter J. Rousseeuw, Andreas Christmann

Comput. Stat. Data Anal., 2003

2002

Location adjustment for the minimum volume ellipsoid estimator.

Christophe Croux, Gentiane Haesbroeck, Peter J. Rousseeuw

Stat. Comput., 2002

A Hotelling Test Based on MCD.

Gert Willems, G. Pison, Peter J. Rousseeuw, Stefan Van Aelst

Proceedings of the COMPSTAT 2002, 2002

2001

Fast implementation of depth contours using topological sweep.

Kim Miller, Suneeta Ramaswami, Peter J. Rousseeuw, Joan Antoni Sellarès, Diane L. Souvaine, Ileana Streinu, Anja Struyf

Proceedings of the Twelfth Annual Symposium on Discrete Algorithms, 2001

1999

A Fast Algorithm for the Minimum Covariance Determinant Estimator.

Peter J. Rousseeuw, Katrien van Driessen

Technometrics, 1999

Depth in an Arrangement of Hyperplanes.

Peter J. Rousseeuw, Mia Hubert

Discret. Comput. Geom., 1999

1998

Computing location depth and regression depth in higher dimensions.

Peter J. Rousseeuw, Anja Struyf

Stat. Comput., 1998

The Deepest Fit.

Peter J. Rousseeuw, Stefan Van Aelst

Proceedings of the COMPSTAT 1998, 1998

1990

Finding Groups in Data: An Introduction to Cluster Analysis.

Leonard Kaufman, Peter J. Rousseeuw

John Wiley, ISBN: 978-0-47031680-1, 1990

1987

Robust Regression and Outlier Detection

Peter J. Rousseeuw, Annick Leroy

Wiley Series in Probability and Statistics, Wiley, ISBN: 978-0-47172538-1, 1987