Peter J. Rousseeuw

Orcid: 0000-0002-3807-5353

Affiliations:
  • University of Leuven, Belgium
  • University of Antwerp, Belgium


According to our database1, Peter J. Rousseeuw authored at least 46 papers between 1987 and 2024.

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Bibliography

2024
Fast linear model trees by PILOT.
Mach. Learn., September, 2024

Transforming variables to central normality.
Mach. Learn., July, 2024

2022
Silhouettes and Quasi Residual Plots for Neural Nets and Tree-based Classifiers.
J. Comput. Graph. Stat., October, 2022

Class Maps for Visualizing Classification Results.
Technometrics, 2022

2021
Fast Robust Correlation for High-Dimensional Data.
Technometrics, 2021

Outlier detection in non-elliptical data by kernel MRCD.
Stat. Comput., 2021

Handling Cellwise Outliers by Sparse Regression and Robust Covariance.
J. Data Sci. Stat. Vis., 2021

Fast and eager k-medoids clustering: O(k) runtime improvement of the PAM, CLARA, and CLARANS algorithms.
Inf. Syst., 2021

2020
The minimum regularized covariance determinant estimator.
Stat. Comput., 2020

Outlier detection in non-elliptical data by kernel MRCD.
CoRR, 2020

Visualizing classification results.
CoRR, 2020

Clustering genomic words in human DNA using peaks and trends of distributions.
Adv. Data Anal. Classif., 2020

2019
MacroPCA: An All-in-One PCA Method Allowing for Missing Values as Well as Cellwise and Rowwise Outliers.
Technometrics, 2019

A generalized spatial sign covariance matrix.
J. Multivar. Anal., 2019

Faster k-Medoids Clustering: Improving the PAM, CLARA, and CLARANS Algorithms.
Proceedings of the Similarity Search and Applications - 12th International Conference, 2019

2018
Anomaly detection by robust statistics.
WIREs Data Mining Knowl. Discov., 2018

Detecting Deviating Data Cells.
Technometrics, 2018

Discussion of "The power of monitoring: how to make the most of a contaminated multivariate sample".
Stat. Methods Appl., 2018

2017
Multivariate and functional classification using depth and distance.
Adv. Data Anal. Classif., 2017

Dissimilar Symmetric Word Pairs in the Human Genome.
Proceedings of the 11th International Conference on Practical Applications of Computational Biology & Bioinformatics, 2017

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

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

2008
Efficient Algorithms for Maximum Regression Depth.
Discret. Comput. Geom., 2008

2006
Computing LTS Regression for Large Data Sets.
Data Min. Knowl. Discov., 2006

2005
ROBPCA: A New Approach to Robust Principal Component Analysis.
Technometrics, 2005

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

Robust Multivariate Regression.
Technometrics, 2004

2003
Computing Packet Loss Probabilities in Multiplexer Models Using Rational Approximation.
IEEE Trans. Computers, 2003

Efficient computation of location depth contours by methods of computational geometry.
Stat. Comput., 2003

Fitting multiplicative models by robust alternating regressions.
Stat. Comput., 2003

Robustness against separation and outliers in logistic regression.
Comput. Stat. Data Anal., 2003

2002
Location adjustment for the minimum volume ellipsoid estimator.
Stat. Comput., 2002

A Hotelling Test Based on MCD.
Proceedings of the COMPSTAT 2002, 2002

2001
Fast implementation of depth contours using topological sweep.
Proceedings of the Twelfth Annual Symposium on Discrete Algorithms, 2001

1999
A Fast Algorithm for the Minimum Covariance Determinant Estimator.
Technometrics, 1999

Depth in an Arrangement of Hyperplanes.
Discret. Comput. Geom., 1999

1998
Computing location depth and regression depth in higher dimensions.
Stat. Comput., 1998

The Deepest Fit.
Proceedings of the COMPSTAT 1998, 1998

1990
Finding Groups in Data: An Introduction to Cluster Analysis.
John Wiley, ISBN: 978-0-47031680-1, 1990

1987
Robust Regression and Outlier Detection
Wiley Series in Probability and Statistics, Wiley, ISBN: 978-0-47172538-1, 1987


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