Stefan Van Aelst

According to our database, Stefan Van Aelst authored at least 44 papers between 1998 and 2024.

Collaborative distances:

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

2024

Co-clustering contaminated data: a robust model-based approach.

Edoardo Fibbi, Domenico Perrotta, Francesca Torti, Stefan Van Aelst, Tim Verdonck

Adv. Data Anal. Classif., March, 2024

2023

Robust penalized estimators for functional linear regression.

Ioannis Kalogridis, Stefan Van Aelst

J. Multivar. Anal., 2023

2021

Editorial Founding Issue.

Stefan Van Aelst, Patrick J. F. Groenen

J. Data Sci. Stat. Vis., 2021

M-estimators and trimmed means: from Hilbert-valued to fuzzy set-valued data.

Beatriz Sinova, Stefan Van Aelst, Pedro Terán

Adv. Data Anal. Classif., 2021

2020

Sparse Principal Component Analysis Based on Least Trimmed Squares.

Yixin Wang, Stefan Van Aelst

Technometrics, 2020

2019

Robust variable screening for regression using factor profiling.

Yixin Wang, Stefan Van Aelst

Stat. Anal. Data Min., 2019

Robust functional regression based on principal components.

Ioannis Kalogridis, Stefan Van Aelst

J. Multivar. Anal., 2019

Empirical analysis of the maximum asymptotic bias of location estimators for fuzzy number-valued data.

Beatriz Sinova, Stefan Van Aelst

Int. J. Approx. Reason., 2019

Robust Bayesian seemingly unrelated regression model.

Chamberlain Mbah, Kris Peremans, Stefan Van Aelst, Dries F. Benoit

Comput. Stat., 2019

Fast computation of robust subspace estimators.

Holger Cevallos-Valdiviezo, Stefan Van Aelst

Comput. Stat. Data Anal., 2019

2018

Robust inference for seemingly unrelated regression models.

Kris Peremans, Stefan Van Aelst

J. Multivar. Anal., 2018

Advantages of M-estimators of location for fuzzy numbers based on Tukey's biweight loss function.

Beatriz Sinova, Stefan Van Aelst

Int. J. Approx. Reason., 2018

Empirical Comparison of the Performance of Location Estimates of Fuzzy Number-Valued Data.

Beatriz Sinova, Stefan Van Aelst

Proceedings of the Uncertainty Modelling in Data Science, 2018

2017

2nd special issue on robust analysis of complex data.

Samuel Müller, Graciela Boente, Christophe Croux, Juan Romo, Stefan Van Aelst

Comput. Stat. Data Anal., 2017

2016

M-Estimates of Location for the Robust Central Tendency of Fuzzy Data.

Beatriz Sinova, María Angeles Gil, Stefan Van Aelst

IEEE Trans. Fuzzy Syst., 2016

Stahel-Donoho estimation for high-dimensional data.

Stefan Van Aelst

Int. J. Comput. Math., 2016

Robust tests for linear regression models based on τ-estimates.

Matías Salibián Barrera, Stefan Van Aelst, Victor J. Yohai

Comput. Stat. Data Anal., 2016

Special Issue on Advances in Data Mining and Robust Statistics.

Michael W. Berry, Jung Jin Lee, Giovanni Montana, Stefan Van Aelst, Ruben H. Zamar

Comput. Stat. Data Anal., 2016

Tukey's Biweight Loss Function for Fuzzy Set-Valued M-estimators of Location.

Beatriz Sinova, Stefan Van Aelst

Proceedings of the Soft Methods for Data Science, 2016

2015

Tree-based prediction on incomplete data using imputation or surrogate decisions.

Holger Cevallos-Valdiviezo, Stefan Van Aelst

Inf. Sci., 2015

2014

A parameterized L² metric between fuzzy numbers and its parameter interpretation.

Beatriz Sinova, María Angeles Gil, María Teresa López, Stefan Van Aelst

Fuzzy Sets Syst., 2014

Special issue on Model Selection and High Dimensional Data Reduction.

S. Ejaz Ahmed, Gerda Claeskens, Hidetoshi Shimodaira, Stefan Van Aelst

Comput. Stat. Data Anal., 2014

Outlier Detection and Robust Variable Selection for Least Angle Regression.

Shirin Shahriari, Susana Faria, Arminda Manuela Gonçalves, Stefan Van Aelst

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.

Stefan Van Aelst, Gert Willems, Ruben H. Zamar

J. Multivar. Anal., 2013

Special issue on robust analysis of complex data.

Christophe Croux, Elvezio Ronchetti, Matías Salibián Barrera, Stefan Van Aelst

Comput. Stat. Data Anal., 2013

2012

The median of a random fuzzy number. The 1-norm distance approach.

Beatriz Sinova, María Angeles Gil, Ana Colubi, Stefan Van Aelst

Fuzzy Sets Syst., 2012

A Stahel-Donoho estimator based on huberized outlyingness.

Stefan Van Aelst, Ellen Vandervieren, Gert Willems

Comput. Stat. Data Anal., 2012

An Alternative Approach to the Median of a Random Interval Using an L 2 Metric.

Beatriz Sinova, Gil González-Rodríguez, Stefan Van Aelst

Proceedings of the Synergies of Soft Computing and Statistics for Intelligent Data Analysis, 2012

2010

Fast robust estimation of prediction error based on resampling.

Jafar A. Khan, Stefan Van Aelst, Ruben H. Zamar

Comput. Stat. Data Anal., 2010

Special issue on variable selection and robust procedures.

Stefan Van Aelst, Roy E. Welsch, Ruben H. Zamar

Comput. Stat. Data Anal., 2010

Inference for robust canonical variate analysis.

Stefan Van Aelst, Gert Willems

Adv. Data Anal. Classif., 2010

Robust Principal Component Analysis Based on Pairwise Correlation Estimators.

Stefan Van Aelst, Ellen Vandervieren, Gert Willems

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

2009

Multivariate generalized S-estimators.

Ella Roelant, Stefan Van Aelst, Christophe Croux

J. Multivar. Anal., 2009

2008

Fast and robust bootstrap.

Matías Salibián Barrera, Stefan Van Aelst, Gert Willems

Stat. Methods Appl., 2008

Robust model selection using fast and robust bootstrap.

Matías Salibián Barrera, Stefan Van Aelst

Comput. Stat. Data Anal., 2008

2007

An L1-type estimator of multivariate location and shape.

Ella Roelant, Stefan Van Aelst

Stat. Methods Appl., 2007

Building a robust linear model with forward selection and stepwise procedures.

Jafar A. Khan, Stefan Van Aelst, Ruben H. Zamar

Comput. Stat. Data Anal., 2007

Machine Learning and Robust Data Mining.

Christophe Croux, Efstratios Gallopoulos, Stefan Van Aelst, Hongyuan Zha

Comput. Stat. Data Anal., 2007

2006

Linear grouping using orthogonal regression.

Stefan Van Aelst, Xiaogang Wang, Ruben H. Zamar, Rong Zhu

Comput. Stat. Data Anal., 2006

2005

Fast and robust bootstrap for LTS.

Gert Willems, Stefan Van Aelst

Comput. Stat. Data Anal., 2005

2004

Robust Multivariate Regression.

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

Technometrics, 2004

2002

A Hotelling Test Based on MCD.

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

Proceedings of the COMPSTAT 2002, 2002

Analyzing Data with Robust Multivariate Methods and Diagnostic Plots.

Greet Pison, Stefan Van Aelst

Proceedings of the COMPSTAT 2002, 2002

1998

The Deepest Fit.

Peter J. Rousseeuw, Stefan Van Aelst

Proceedings of the COMPSTAT 1998, 1998