Stefan Van Aelst

Orcid: 0000-0002-9931-5330

According to our database1, Stefan Van Aelst authored at least 47 papers between 1998 and 2025.

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Bibliography

2025
Multi-model subset selection.
Comput. Stat. Data Anal., 2025

2024
Robust and sparse logistic regression.
Adv. Data Anal. Classif., September, 2024

Co-clustering contaminated data: a robust model-based approach.
Adv. Data Anal. Classif., March, 2024

Editorial.
J. Data Sci. Stat. Vis., 2024

2023
Robust penalized estimators for functional linear regression.
J. Multivar. Anal., 2023

2021
Editorial Founding Issue.
J. Data Sci. Stat. Vis., 2021

M-estimators and trimmed means: from Hilbert-valued to fuzzy set-valued data.
Adv. Data Anal. Classif., 2021

2020
Sparse Principal Component Analysis Based on Least Trimmed Squares.
Technometrics, 2020

2019
Robust variable screening for regression using factor profiling.
Stat. Anal. Data Min., 2019

Robust functional regression based on principal components.
J. Multivar. Anal., 2019

Empirical analysis of the maximum asymptotic bias of location estimators for fuzzy number-valued data.
Int. J. Approx. Reason., 2019

Robust Bayesian seemingly unrelated regression model.
Comput. Stat., 2019

Fast computation of robust subspace estimators.
Comput. Stat. Data Anal., 2019

2018
Robust inference for seemingly unrelated regression models.
J. Multivar. Anal., 2018

Advantages of M-estimators of location for fuzzy numbers based on Tukey's biweight loss function.
Int. J. Approx. Reason., 2018

Empirical Comparison of the Performance of Location Estimates of Fuzzy Number-Valued Data.
Proceedings of the Uncertainty Modelling in Data Science, 2018

2017
2nd special issue on robust analysis of complex data.
Comput. Stat. Data Anal., 2017

2016
M-Estimates of Location for the Robust Central Tendency of Fuzzy Data.
IEEE Trans. Fuzzy Syst., 2016

Stahel-Donoho estimation for high-dimensional data.
Int. J. Comput. Math., 2016

Robust tests for linear regression models based on τ-estimates.
Comput. Stat. Data Anal., 2016

Special Issue on Advances in Data Mining and Robust Statistics.
Comput. Stat. Data Anal., 2016

Tukey's Biweight Loss Function for Fuzzy Set-Valued M-estimators of Location.
Proceedings of the Soft Methods for Data Science, 2016

2015
Tree-based prediction on incomplete data using imputation or surrogate decisions.
Inf. Sci., 2015

2014
A parameterized L<sup>2</sup> metric between fuzzy numbers and its parameter interpretation.
Fuzzy Sets Syst., 2014

Special issue on Model Selection and High Dimensional Data Reduction.
Comput. Stat. Data Anal., 2014

Outlier Detection and Robust Variable Selection for Least Angle Regression.
Proceedings of the Computational Science and Its Applications - ICCSA 2014 - 14th International Conference, Guimarães, Portugal, June 30, 2014

2013
Robust and efficient estimation of the residual scale in linear regression.
J. Multivar. Anal., 2013

Special issue on robust analysis of complex data.
Comput. Stat. Data Anal., 2013

2012
The median of a random fuzzy number. The 1-norm distance approach.
Fuzzy Sets Syst., 2012

A Stahel-Donoho estimator based on huberized outlyingness.
Comput. Stat. Data Anal., 2012

An Alternative Approach to the Median of a Random Interval Using an L 2 Metric.
Proceedings of the Synergies of Soft Computing and Statistics for Intelligent Data Analysis, 2012

2010
Fast robust estimation of prediction error based on resampling.
Comput. Stat. Data Anal., 2010

Special issue on variable selection and robust procedures.
Comput. Stat. Data Anal., 2010

Inference for robust canonical variate analysis.
Adv. Data Anal. Classif., 2010

Robust Principal Component Analysis Based on Pairwise Correlation Estimators.
Proceedings of the 19th International Conference on Computational Statistics, 2010

2009
Multivariate generalized S-estimators.
J. Multivar. Anal., 2009

2008
Fast and robust bootstrap.
Stat. Methods Appl., 2008

Robust model selection using fast and robust bootstrap.
Comput. Stat. Data Anal., 2008

2007
An L1-type estimator of multivariate location and shape.
Stat. Methods Appl., 2007

Building a robust linear model with forward selection and stepwise procedures.
Comput. Stat. Data Anal., 2007

Machine Learning and Robust Data Mining.
Comput. Stat. Data Anal., 2007

2006
Linear grouping using orthogonal regression.
Comput. Stat. Data Anal., 2006

2005
Fast and robust bootstrap for LTS.
Comput. Stat. Data Anal., 2005

2004
Robust Multivariate Regression.
Technometrics, 2004

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

Analyzing Data with Robust Multivariate Methods and Diagnostic Plots.
Proceedings of the COMPSTAT 2002, 2002

1998
The Deepest Fit.
Proceedings of the COMPSTAT 1998, 1998


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