Peter J. Rousseeuw

Mach. Learn., July, 2024

2022

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

[BibT_eX]

[DOI]

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

Class Maps for Visualizing Classification Results.

[BibT_eX]

[DOI]

Technometrics, 2022

2021

Fast Robust Correlation for High-Dimensional Data.

[BibT_eX]

[DOI]

Technometrics, 2021

Outlier detection in non-elliptical data by kernel MRCD.

[BibT_eX]

[DOI]

Stat. Comput., 2021

Handling Cellwise Outliers by Sparse Regression and Robust Covariance.

[BibT_eX]

[DOI]

J. Data Sci. Stat. Vis., 2021

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

[BibT_eX]

[DOI]

Erich Schubert

Inf. Syst., 2021

2020

The minimum regularized covariance determinant estimator.

[BibT_eX]

[DOI]

Stat. Comput., 2020

Outlier detection in non-elliptical data by kernel MRCD.

[BibT_eX]

[DOI]

CoRR, 2020

Visualizing classification results.

[BibT_eX]

[DOI]

CoRR, 2020

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

[BibT_eX]

[DOI]

Adv. Data Anal. Classif., 2020

2019

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

[BibT_eX]

[DOI]

Wannes Van Den Bossche

Technometrics, 2019

A generalized spatial sign covariance matrix.

[BibT_eX]

[DOI]

J. Multivar. Anal., 2019

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

[BibT_eX]

[DOI]

Erich Schubert

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

2018

Anomaly detection by robust statistics.

[BibT_eX]

[DOI]

WIREs Data Mining Knowl. Discov., 2018

Detecting Deviating Data Cells.

[BibT_eX]

[DOI]

Wannes Van Den Bossche

Technometrics, 2018

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

[BibT_eX]

[DOI]

Iwein Vranckx

Stat. Methods Appl., 2018

2017

Multivariate and functional classification using depth and distance.

[BibT_eX]

[DOI]

Pieter Segaert

Adv. Data Anal. Classif., 2017

Dissimilar Symmetric Word Pairs in the Human Genome.

[BibT_eX]

[DOI]

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

2015

Rejoinder to 'multivariate functional outlier detection'.

[BibT_eX]

[DOI]

Pieter Segaert

Stat. Methods Appl., 2015

Multivariate functional outlier detection.

[BibT_eX]

[DOI]

Pieter Segaert

Stat. Methods Appl., 2015

The DetS and DetMM estimators for multivariate location and scatter.

[BibT_eX]

[DOI]

Comput. Stat. Data Anal., 2015

2011

Multivariate Techniques: Robustness.

[BibT_eX]

[DOI]

Proceedings of the International Encyclopedia of Statistical Science, 2011

Robust statistics for outlier detection.

[BibT_eX]

[DOI]

WIREs Data Mining Knowl. Discov., 2011

2010

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

[BibT_eX]

[DOI]

Marco Riani

Andrea Cerioli

Adv. Data Anal. Classif., 2010

DetMCD in a Calibration Framework.

[BibT_eX]

[DOI]

Tim Verdonck

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

2009

Robust PCA for skewed data and its outlier map.

[BibT_eX]

[DOI]

Tim Verdonck

Comput. Stat. Data Anal., 2009

2008

Efficient Algorithms for Maximum Regression Depth.

[BibT_eX]

[DOI]

Marc J. van Kreveld

Joseph S. B. Mitchell

Discret. Comput. Geom., 2008

2006

Computing LTS Regression for Large Data Sets.

[BibT_eX]

[DOI]

Katrien van Driessen

Data Min. Knowl. Discov., 2006

2005

ROBPCA: A New Approach to Robust Principal Component Analysis.

[BibT_eX]

[DOI]

Karlien Vanden Branden

Technometrics, 2005

2004

Computation of robust statistics.

[BibT_eX]

[DOI]

Anja Struyf

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

Robust Multivariate Regression.

[BibT_eX]

[DOI]

Technometrics, 2004

2003

Computing Packet Loss Probabilities in Multiplexer Models Using Rational Approximation.

[BibT_eX]

[DOI]

IEEE Trans. Computers, 2003

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

[BibT_eX]

[DOI]

Stat. Comput., 2003

Fitting multiplicative models by robust alternating regressions.

[BibT_eX]

[DOI]

Stat. Comput., 2003

Robustness against separation and outliers in logistic regression.

[BibT_eX]

[DOI]

Andreas Christmann

Comput. Stat. Data Anal., 2003

2002

Location adjustment for the minimum volume ellipsoid estimator.

[BibT_eX]

[DOI]

Christophe Croux

Gentiane Haesbroeck

Stat. Comput., 2002

A Hotelling Test Based on MCD.

[BibT_eX]

[DOI]

Proceedings of the COMPSTAT 2002, 2002

2001

Fast implementation of depth contours using topological sweep.

[BibT_eX]

[DOI]

Proceedings of the Twelfth Annual Symposium on Discrete Algorithms, 2001

1999

A Fast Algorithm for the Minimum Covariance Determinant Estimator.

[BibT_eX]

[DOI]

Katrien van Driessen

Technometrics, 1999

Depth in an Arrangement of Hyperplanes.

[BibT_eX]

[DOI]

Discret. Comput. Geom., 1999

1998

Computing location depth and regression depth in higher dimensions.

[BibT_eX]

[DOI]

Anja Struyf

Stat. Comput., 1998

The Deepest Fit.

[BibT_eX]

[DOI]

Stefan Van Aelst

Proceedings of the COMPSTAT 1998, 1998

1990

Finding Groups in Data: An Introduction to Cluster Analysis.

[BibT_eX]

[DOI]

Leonard Kaufman

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

1987

Robust Regression and Outlier Detection

[BibT_eX]

[DOI]