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RODESSA for Robust Multivariate Singular Spectrum Analysis
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2025
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Fabio Centofanti
Mia Hubert
Biagio Palumbo
Peter J. Rousseeuw
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Robust discriminant analysis
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2024
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Mia Hubert
Jakob Raymaekers
Peter J. Rousseeuw
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PDF
Chat
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Robust discriminant analysis
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2024
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Mia Hubert
Jakob Raymaekers
Peter J. Rousseeuw
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+
PDF
Chat
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Robust Principal Components by Casewise and Cellwise Weighting
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2024
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Fabio Centofanti
Mia Hubert
Peter J. Rousseeuw
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An Interview With Peter Rousseeuw
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2024
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Mia Hubert
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PDF
Chat
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MacroPARAFAC for handling rowwise and cellwise outliers in incomplete multiway data
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2024
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Mia Hubert
Mehdi Hirari
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Editorial: Special Issue on Robustness Dedicated to Elvezio Ronchetti and Peter Rousseeuw
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2024
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Eva Cantoni
Mia Hubert
Davide La Vecchia
Stefan Van Aelst
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Multivariate Singular Spectrum Analysis by Robust Diagonalwise Low-Rank Approximation
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2024
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Fabio Centofanti
Mia Hubert
Biagio Palumbo
Peter J. Rousseeuw
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Multivariate Singular Spectrum Analysis by Robust Diagonalwise Low-Rank Approximation
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2023
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Fabio Centofanti
Mia Hubert
Biagio Palumbo
Peter J. Rousseeuw
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MacroPARAFAC for handling rowwise and cellwise outliers in incomplete multi-way data
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2023
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Mia Hubert
Mehdi Hirari
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PDF
Chat
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Outlier detection in non-elliptical data by kernel MRCD
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2021
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Joachim Schreurs
Iwein Vranckx
Mia Hubert
Johan A. K. Suykens
Peter J. Rousseeuw
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PDF
Chat
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Editorial, special issue on âAdvances in Robust Statisticsâ
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2021
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Marco Riani
Mia Hubert
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Class Maps for Visualizing Classification Results
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2021
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Jakob Raymaekers
Peter J. Rousseeuw
Mia Hubert
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PDF
Chat
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Real-time discriminant analysis in the presence of label and measurement noise
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2020
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Iwein Vranckx
Jakob Raymaekers
Bart De Ketelaere
Peter J. Rousseeuw
Mia Hubert
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Outlier detection in non-elliptical data by kernel MRCD
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2020
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Joachim Schreurs
Iwein Vranckx
Mia Hubert
Johan A. K. Suykens
Peter J. Rousseeuw
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Visualizing classification results.
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2020
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Jakob Raymaekers
Peter J. Rousseeuw
Mia Hubert
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PDF
Chat
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Real-time outlier detection for large datasets by RT-DetMCD
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2020
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Bart De Ketelaere
Mia Hubert
Jakob Raymaekers
Peter J. Rousseeuw
Iwein Vranckx
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Robust Multivariate Statistical Methods
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2020
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Mia Hubert
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Robust Methods for High-Dimensional Data
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2020
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Mia Hubert
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MacroPCA: An All-in-One PCA Method Allowing for Missing Values as Well as Cellwise and Rowwise Outliers
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2019
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Mia Hubert
Peter J. Rousseeuw
Wannes Van den Bossche
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Robust Monitoring of Time Series with Application to Fraud Detection
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2018
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Peter J. Rousseeuw
Domenico Perrotta
Marco Riani
Mia Hubert
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PDF
Chat
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Minimum covariance determinant and extensions
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2017
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Mia Hubert
Michiel Debruyne
Peter J. Rousseeuw
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+
PDF
Chat
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Anomaly detection by robust statistics
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2017
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Peter J. Rousseeuw
Mia Hubert
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PDF
Chat
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A Measure of Directional Outlyingness With Applications to Image Data and Video
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2017
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Peter J. Rousseeuw
Jakob Raymaekers
Mia Hubert
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PDF
Chat
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Multivariate and functional classification using depth and distance
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2016
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Mia Hubert
Peter J. Rousseeuw
Pieter Segaert
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Finding Outliers in Image Data and Video
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2016
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Mia Hubert
Jakob Raymaekers
Peter J. Rousseeuw
Pieter Segaert
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PDF
Chat
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Analysis of travel activity determinants using robust statistics
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2016
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VĂĄclav Plevka
Pieter Segaert
Chris TampĂšre
Mia Hubert
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PDF
Chat
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Fast robust SUR with economical and actuarial applications
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2016
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Mia Hubert
Tim Verdonck
Ăzlem Yorulmaz
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PDF
Chat
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A Comparison of Three Procedures for Robust PCA in High Dimensions
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2016
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S. Engelen
Mia Hubert
Karlien Vanden Branden
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Finding Outliers in Surface Data and Video
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2016
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Mia Hubert
Jakob Raymaekers
Peter J. Rousseeuw
Pieter Segaert
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+
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Finding Outliers in Surface Data and Video
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2016
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Mia Hubert
Jakob Raymaekers
Peter J. Rousseeuw
Pieter Segaert
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+
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The mrfDepth package for multivariate, regression and functional depth
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2015
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Mia Hubert
Peter J. Rousseeuw
Pieter Segaert
Kaveh Vakili
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PDF
Chat
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Sparse PCA for High-Dimensional Data With Outliers
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2015
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Mia Hubert
Tom Reynkens
Ăric Schmitt
Tim Verdonck
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Statistical depth meets computational geometry: a short survey
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2015
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Peter J. Rousseeuw
Mia Hubert
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PDF
Chat
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Rejoinder to âmultivariate functional outlier detectionâ
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2015
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Mia Hubert
Peter J. Rousseeuw
Pieter Segaert
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+
PDF
Chat
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Multivariate functional outlier detection
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2015
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Mia Hubert
Peter J. Rousseeuw
Pieter Segaert
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Fast and Robust Seemingly Unrelated Regression
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2015
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Mia Hubert
Tim Verdonck
Ăzlem Yorulmaz
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+
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Statistical depth meets computational geometry: a short survey
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2015
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Peter J. Rousseeuw
Mia Hubert
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Robustness in the Linear Regression M+N105odel
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2014
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Mia Hubert
Peter J. Rousseeuw
Stefan Van Aelst
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+
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Regression Depth
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2014
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Peter J. Rousseeuw
Mia Hubert
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The DetS and DetMM estimators for multivariate location and scatter
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2014
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Mia Hubert
Peter J. Rousseeuw
Dina Vanpaemel
Tim Verdonck
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+
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Classification of multivariate functional data based on depth
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2014
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Peter J. Rousseeuw
Mia Hubert
Pieter Segaert
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+
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From multivariate depth to functional depth
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2014
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Peter J. Rousseeuw
Mia Hubert
Pieter Segaert
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Detecting influential data points for the Hill estimator in Pareto-type distributions
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2014
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Mia Hubert
Dina Vanpaemel
Goedele Dierckx
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PDF
Chat
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Multivariate Functional Halfspace Depth
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2013
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Gerda Claeskens
Mia Hubert
Leen Slaets
Kaveh Vakili
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Robust multilevel simultaneous component analysis
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2013
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Eva Ceulemans
Mia Hubert
Peter J. Rousseeuw
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Shape bias of robust covariance estimators: an empirical study
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2013
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Mia Hubert
Peter J. Rousseeuw
Kaveh Vakili
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+
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High-Breakdown Estimators of Multivariate Location and Scatter
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2013
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Peter J. Rousseeuw
Mia Hubert
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A deterministic algorithm for LTS
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2013
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Kaveh Vakili
Mia Hubert
Peter J. Rousseeuw
Tim Verdonck
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Deterministic algorithms for robust covariance and regression
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2013
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Peter J. Rousseeuw
Mia Hubert
Tim Verdonck
Kaveh Vakili
Dina Vanpaemel
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Detecting influential data points for the Hill estimator in Pareto-type distributions
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2012
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Mia Hubert
Goedele Dierckx
Dina Vanpaemel
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A Deterministic Algorithm for Robust Location and Scatter
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2012
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Mia Hubert
Peter J. Rousseeuw
Tim Verdonck
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PDF
Chat
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Reducing the mean squared error of quantile-based estimators by smoothing
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2012
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Mia Hubert
IrĂšne Gijbels
Dina Vanpaemel
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PDF
Chat
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Robust PARAFAC for incomplete data
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2012
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Mia Hubert
Johan Van Kerckhoven
Tim Verdonck
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Robust preprocessing and model selection for spectral data
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2012
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Sabine Verboven
Mia Hubert
Peter Goos
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+
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The MCS estimator of location and scatter
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2012
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Kaveh Vakili
Mia Hubert
Peter J. Rousseeuw
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+
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A new depth-based approach for detecting outlying curves
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2012
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Mia Hubert
Gerda Claeskens
Bart De Ketelaere
Kaveh Vakili
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PDF
Chat
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Multivariate Functional Halfspace Depth
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2012
|
Gerda Claeskens
Mia Hubert
Leen Slaets
Kaveh Vakili
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Editorial for the special issue on quantile regression and semiparametric methods
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2011
|
WingâKam Fung
Xuming He
Mia Hubert
Stephen Portnoy
Huixia Wang
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Detecting outlying samples in a parallel factor analysis model
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2011
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Sanne Engelen
Mia Hubert
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+
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Robust statistics for outlier detection
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2011
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Peter J. Rousseeuw
Mia Hubert
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+
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Robust covariance estimation for financial applications
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2011
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Tim Verdonck
Mia Hubert
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+
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Robust statistics for outlier
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2011
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J. Rousseeuw
Mia Hubert
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Comparison of various high-breakdown starting points for robust multivariate location and scatter estimators
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2011
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Kaveh Vakili
Mia Hubert
Peter J. Rousseeuw
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Deterministic algorithms for robust multivariate analysis
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2011
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Mia Hubert
Peter J. Rousseeuw
Tim Verdonck
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+
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Multivariate Techniques: Robustness
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2011
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Mia Hubert
Peter J. Rousseeuw
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+
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Robust classification for skewed data
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2010
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Mia Hubert
Stephan Van der Veeken
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MATLAB library LIBRA
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2010
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Sabine Verboven
Mia Hubert
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+
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A deterministic algorithm for the LTS
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2010
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Tim Verdonck
Mia Hubert
Peter J. Rousseeuw
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+
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A deterministic algorithm for multivariate S-estimators of location and scatter
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2010
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Dina Vanpaemel
Mia Hubert
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+
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Fast and robust classifiers adjusted for skewness
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2010
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Mia Hubert
Stephan Van der Veeken
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+
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DetMCD in a Calibration Framework
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2010
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Tim Verdonck
Mia Hubert
Peter J. Rousseeuw
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+
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Minimum covariance determinant
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2009
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Mia Hubert
Michiel Debruyne
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+
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Breakdown value
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2009
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Mia Hubert
Michiel Debruyne
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+
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Robustness of reweighted Least Squares Kernel Based Regression
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2009
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Michiel Debruyne
Andreas Christmann
Mia Hubert
Johan A. K. Suykens
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Robustness of Kernel Based Regression: A Comparison of Iterative Weighting Schemes
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2009
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Kris De Brabanter
Kristiaan Pelckmans
Jos De Brabanter
Michiel Debruyne
Johan A. K. Suykens
Mia Hubert
Bart De Moor
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Detecting influential data points for Pareto-type distributions
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2009
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Dina Vanpaemel
Mia Hubert
Goedele Dierckx
|
+
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A deterministic algorithm for the MCD estimator
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2009
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Tim Verdonck
Mia Hubert
Peter J. Rousseeuw
|
+
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Robust Calibration
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2009
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Mia Hubert
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+
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Robust and Nonparametric Statistical Methods
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2009
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IrĂšne Gijbels
Mia Hubert
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+
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An adjusted boxplot for skewed distributions
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2009
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Mia Hubert
Ellen Vandervieren
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+
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Model Selection in Kernel Based Regression using the Influence Function
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2008
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Michiel Debruyne
Mia Hubert
Johan A. K. Suykens
|
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PDF
Chat
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The influence function of the StahelâDonoho covariance estimator of smallest outlyingness
|
2008
|
Michiel Debruyne
Mia Hubert
|
+
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Robust PCA for skewed data and its outlier map
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2008
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Mia Hubert
Peter J. Rousseeuw
Tim Verdonck
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+
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Data Depth: Robust Multivariate Analysis, Computational Geometry and Applications by Liu, R., Serfling, R., and Souvaine, D. L.
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2008
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Mia Hubert
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+
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Outlier detection for skewed data
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2008
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Mia Hubert
Stephan Van der Veeken
|
+
PDF
Chat
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High-Breakdown Robust Multivariate Methods
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2008
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Mia Hubert
Peter J. Rousseeuw
Stefan Van Aelst
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+
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Robust Transformation to Symmetry: a Maximum Trimmed Likelihood Approach
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2008
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Stephan Van der Veeken
Mia Hubert
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+
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An adjusted boxplot for skewed distributions
|
2007
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Mia Hubert
Ellen Vandervieren
|
+
PDF
Chat
|
Goodness-of-fit tests based on a robust measure of skewness
|
2007
|
Guy Brys
Mia Hubert
Anja Struyf
|
+
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Censored depth quantiles
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2007
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Michiel Debruyne
Mia Hubert
Stephen Portnoy
Karlien Vanden Branden
|
+
PDF
Chat
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Robust learning from bites for data mining
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2007
|
Andreas Christmann
Ingo Steinwart
Mia Hubert
|
+
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Robustness and Outlier Detection in Chemometrics
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2006
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Peter J. Rousseeuw
Michiel Debruyne
Sanne Engelen
Mia Hubert
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+
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Fast cross-validation of high-breakdown resampling methods for PCA
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2006
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Mia Hubert
Sanne Engelen
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+
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Automatically identifying scatter in fluorescence data using robust techniques
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2006
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Sanne Engelen
Stina Frosch MĂžller
Mia Hubert
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+
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Improvement of the Liu estimator in linear regression model
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2006
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Mia Hubert
Pushpakanthie Wijekoon
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+
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Robust Calibration
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2006
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Mia Hubert
|
+
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Regression Depth
|
2005
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Peter J. Rousseeuw
Mia Hubert
|
+
PDF
Chat
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Robust classification in high dimensions based on the SIMCA Method
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2005
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Karlien Vanden Branden
Mia Hubert
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+
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A robustification of independent component analysis
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2005
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Guy Brys
Mia Hubert
Peter J. Rousseeuw
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+
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Fast model selection for robust calibration methods
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2005
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S. Engelen
Mia Hubert
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+
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ROBPCA: A New Approach to Robust Principal Component Analysis
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2005
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Mia Hubert
Peter J. Rousseeuw
Karlien Vanden Branden
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+
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Multivariate Outlier Detection and Robustness
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2005
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Mia Hubert
Peter J. Rousseeuw
Stefan Van Aelst
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+
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The influence function of Stahel-Donoho type methods for robust PCA
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2005
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Michiel Debruyne
Mia Hubert
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+
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A robust PARAFAC method
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2005
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Sanne Engelen
Mia Hubert
|
+
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A Robust Measure of Skewness
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2004
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Guy Brys
Mia Hubert
Anja Struyf
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+
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Robust measures of tail weight
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2004
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Guy Brys
Mia Hubert
Anja Struyf
|
+
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Regression Depth
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2004
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Peter J. Rousseeuw
Mia Hubert
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+
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Robustness
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2004
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Mia Hubert
Peter J. Rousseeuw
Stefan Van Aelst
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+
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LIBRA: a MATLAB library for robust analysis
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2004
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Sabine Verboven
Mia Hubert
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+
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Goodness-of-fit tests based on a robust measure of skewness
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2004
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Guy Brys
Mia Hubert
Anja Struyf
|
+
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Robustness properties of a robust partial least squares regression method
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2004
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Karlien Vanden Branden
Mia Hubert
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+
PDF
Chat
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Robust PCA and classification in biosciences
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2004
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Mia Hubert
Sanne Engelen
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+
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Superiority of the Stochastic Restricted Liu Estimator under misspecification
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2004
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Mia Hubert
Pushpakanthie Wijekoon
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+
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A Robust Estimator of the Tail Index Based on an Exponential Regression Model
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2004
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Björn Vandewalle
Jan Beirlant
Mia Hubert
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Fast cross-validation in robust PCA
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2004
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Sanne Engelen
Mia Hubert
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+
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Robust PCR and Robust PLSR: a Comparative Study
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2004
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S. Engelen
Mia Hubert
Karlien Vanden Branden
Sabine Verboven
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+
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A comparison of three procedures for robust PCA in high dimensions
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2004
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S. Engelen
Mia Hubert
Karlien Vanden Branden
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+
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Introducing skewness in the boxplot
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2004
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Ellen Vandervieren
Mia Hubert
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+
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Robust regression quantiles for censored data
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2004
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Karlien Vanden Branden
Sharon Portnoy
Mia Hubert
Jla
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+
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An adjusted boxplot for skewed distributions
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2004
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Ellen Vandervieren
Mia Hubert
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+
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Location-scale depth - Comment
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2004
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Mia Hubert
Peter J. Rousseeuw
Karlien Vanden Branden
|
+
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A robustification of the Jarque-Bera test of normality
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2004
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Guy Brys
Mia Hubert
Anja Struyf
|
+
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Robust classification of high-dimensional data
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2004
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Karlien Vanden Branden
Mia Hubert
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+
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Robust methods for partial least squares regression
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2003
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Mia Hubert
Karlien Vanden Branden
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+
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A robust PCR method for highâdimensional regressors
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2003
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Mia Hubert
Sabine Verboven
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+
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Robust PCA for High-dimensional Data
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2003
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Mia Hubert
Peter J. Rousseeuw
Sabine Verboven
|
+
PDF
Chat
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A Comparison of Some New Measures of Skewness
|
2003
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Guy Brys
Mia Hubert
Anja Struyf
|
+
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Robust peA for High-dimensional Data
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2003
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Mia Hubert
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+
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Fast and robust discriminant analysis
|
2002
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Mia Hubert
Katrien Van Driessen
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+
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The Deepest Regression Method
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2002
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Stefan Van Aelst
Peter J. Rousseeuw
Mia Hubert
Anja Struyf
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+
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A fast method for robust principal components with applications to chemometrics
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2002
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Mia Hubert
Peter J. Rousseeuw
Sabine Verboven
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+
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Robust estimation of heavy-tailed distributions
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2002
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Mia Hubert
Jan Beirlant
Björn Vandewalle
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+
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Inconsistency of resampling algorithms for high-breakdown regression estimators and a new algorithm - Comment
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2002
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Mia Hubert
Peter J. Rousseeuw
Stefan Van Aelst
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+
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Robust Principal Components Regression
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2002
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Sabine Verboven
Mia Hubert
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+
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Similarities Between Location Depth and Regression Depth
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2001
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Mia Hubert
Peter J. Rousseeuw
Stefan Van Aelst
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+
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Multivariate outlier detection and robust covariance matrix estimation - Discussion
|
2001
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Mia Hubert
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+
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An improved algorithm for robust PCA
|
2000
|
Sabine Verboven
Peter J. Rousseeuw
Mia Hubert
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+
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Regression Depth: Rejoinder
|
1999
|
Peter J. Rousseeuw
Stefan Van Aelst
Mia Hubert
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+
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Regression Depth
|
1999
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Peter J. Rousseeuw
Mia Hubert
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+
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Rejoinder
|
1999
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Peter J. Rousseeuw
Stefan Van Aelst
Mia Hubert
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+
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The Catline for Deep Regression
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1998
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Mia Hubert
Peter J. Rousseeuw
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+
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A Regression Analysis with Categorical Covariables, Two-way Heteroscedasticity, and Hidden Outliers
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1997
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Mia Hubert
Peter J. Rousseeuw
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+
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The breakdown value of the L1 estimator in contingency tables
|
1997
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Mia Hubert
|
+
PDF
Chat
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Recent developments in PROGRESS
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1997
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Peter J. Rousseeuw
Mia Hubert
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+
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Robust regression with both continuous and binary regressors
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1997
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Mia Hubert
Peter J. Rousseeuw
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+
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Regression-free and robust estimation of scale for bivariate data
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1996
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Peter J. Rousseeuw
Mia Hubert
|