Stefan Van Aelst

Publication Activity (10 Years)

Years Active: 1998-2024
Publications (10 Years): 21

Top Topics

Linear Regression Models

Sparse Principal Component Analysis

Seemingly Unrelated

Top Venues

Comput. Stat. Data Anal.

J. Multivar. Anal.

Int. J. Approx. Reason.

Publications

Edoardo Fibbi, Domenico Perrotta, Francesca Torti, Stefan Van Aelst, Tim Verdonck
Co-clustering contaminated data: a robust model-based approach. Adv. Data Anal. Classif. 18 (1) (2024)
Ying Chen, Patrick J. F. Groenen, Kwan-Liu Ma, Stefan Van Aelst
Editorial. J. Data Sci. Stat. Vis. 4 (2) (2024)
Ioannis Kalogridis, Stefan Van Aelst
Robust penalized estimators for functional linear regression. J. Multivar. Anal. 194 (2023)
Stefan Van Aelst, Patrick J. F. Groenen
Editorial Founding Issue. J. Data Sci. Stat. Vis. 1 (1) (2021)
Beatriz Sinova, Stefan Van Aelst, Pedro Terán
M-estimators and trimmed means: from Hilbert-valued to fuzzy set-valued data. Adv. Data Anal. Classif. 15 (2) (2021)
Yixin Wang, Stefan Van Aelst
Sparse Principal Component Analysis Based on Least Trimmed Squares. Technometrics 62 (4) (2020)
Ioannis Kalogridis, Stefan Van Aelst
Robust functional regression based on principal components. J. Multivar. Anal. 173 (2019)
Chamberlain Mbah, Kris Peremans, Stefan Van Aelst, Dries F. Benoit
Robust Bayesian seemingly unrelated regression model. Comput. Stat. 34 (3) (2019)
Beatriz Sinova, Stefan Van Aelst
Empirical analysis of the maximum asymptotic bias of location estimators for fuzzy number-valued data. Int. J. Approx. Reason. 113 (2019)
Holger Cevallos-Valdiviezo, Stefan Van Aelst
Fast computation of robust subspace estimators. Comput. Stat. Data Anal. 134 (2019)
Yixin Wang, Stefan Van Aelst
Robust variable screening for regression using factor profiling. Stat. Anal. Data Min. 12 (2) (2019)
Beatriz Sinova, Stefan Van Aelst
Empirical Comparison of the Performance of Location Estimates of Fuzzy Number-Valued Data. SMPS (2018)
Kris Peremans, Stefan Van Aelst
Robust inference for seemingly unrelated regression models. J. Multivar. Anal. 167 (2018)
Beatriz Sinova, Stefan Van Aelst
Advantages of M-estimators of location for fuzzy numbers based on Tukey's biweight loss function. Int. J. Approx. Reason. 93 (2018)
Samuel Müller, Graciela Boente, Christophe Croux, Juan Romo, Stefan Van Aelst
2nd special issue on robust analysis of complex data. Comput. Stat. Data Anal. 113 (2017)
Michael W. Berry, Jung Jin Lee, Giovanni Montana, Stefan Van Aelst, Ruben H. Zamar
Special Issue on Advances in Data Mining and Robust Statistics. Comput. Stat. Data Anal. 93 (2016)
Matías Salibián Barrera, Stefan Van Aelst, Victor J. Yohai
Robust tests for linear regression models based on τ-estimates. Comput. Stat. Data Anal. 93 (2016)
Beatriz Sinova, María Angeles Gil, Stefan Van Aelst
M-Estimates of Location for the Robust Central Tendency of Fuzzy Data. IEEE Trans. Fuzzy Syst. 24 (4) (2016)
Beatriz Sinova, Stefan Van Aelst
Tukey's Biweight Loss Function for Fuzzy Set-Valued M-estimators of Location. SMPS (2016)
Stefan Van Aelst
Stahel-Donoho estimation for high-dimensional data. Int. J. Comput. Math. 93 (4) (2016)
Holger Cevallos-Valdiviezo, Stefan Van Aelst
Tree-based prediction on incomplete data using imputation or surrogate decisions. Inf. Sci. 311 (2015)
S. Ejaz Ahmed, Gerda Claeskens, Hidetoshi Shimodaira, Stefan Van Aelst
Special issue on Model Selection and High Dimensional Data Reduction. Comput. Stat. Data Anal. 71 (2014)
Beatriz Sinova, María Angeles Gil, María Teresa López, Stefan Van Aelst
metric between fuzzy numbers and its parameter interpretation. Fuzzy Sets Syst. 245 (2014)
Shirin Shahriari, Susana Faria, A. Manuela Gonçalves, Stefan Van Aelst
Outlier Detection and Robust Variable Selection for Least Angle Regression. ICCSA (3) (2014)
Stefan Van Aelst, Gert Willems, Ruben H. Zamar
Robust and efficient estimation of the residual scale in linear regression. J. Multivar. Anal. 116 (2013)
Christophe Croux, Elvezio Ronchetti, Matías Salibián Barrera, Stefan Van Aelst
Special issue on robust analysis of complex data. Comput. Stat. Data Anal. 65 (2013)
Beatriz Sinova, Gil González-Rodríguez, Stefan Van Aelst
An Alternative Approach to the Median of a Random Interval Using an L 2 Metric. SMPS (2012)
Beatriz Sinova, María Angeles Gil, Ana Colubi, Stefan Van Aelst
The median of a random fuzzy number. The 1-norm distance approach. Fuzzy Sets Syst. 200 (2012)
Stefan Van Aelst, Ellen Vandervieren, Gert Willems
A Stahel-Donoho estimator based on huberized outlyingness. Comput. Stat. Data Anal. 56 (3) (2012)
Stefan Van Aelst, Gert Willems
Inference for robust canonical variate analysis. Adv. Data Anal. Classif. 4 (2-3) (2010)
Stefan Van Aelst, Roy E. Welsch, Ruben H. Zamar
Special issue on variable selection and robust procedures. Comput. Stat. Data Anal. 54 (12) (2010)
Jafar A. Khan, Stefan Van Aelst, Ruben H. Zamar
Fast robust estimation of prediction error based on resampling. Comput. Stat. Data Anal. 54 (12) (2010)
Stefan Van Aelst, Ellen Vandervieren, Gert Willems
Robust Principal Component Analysis Based on Pairwise Correlation Estimators. COMPSTAT (2010)
Ella Roelant, Stefan Van Aelst, Christophe Croux
Multivariate generalized S-estimators. J. Multivar. Anal. 100 (5) (2009)
Matías Salibián Barrera, Stefan Van Aelst
Robust model selection using fast and robust bootstrap. Comput. Stat. Data Anal. 52 (12) (2008)
Matías Salibián Barrera, Stefan Van Aelst, Gert Willems
Fast and robust bootstrap. Stat. Methods Appl. 17 (1) (2008)
Christophe Croux, Efstratios Gallopoulos, Stefan Van Aelst, Hongyuan Zha
Machine Learning and Robust Data Mining. Comput. Stat. Data Anal. 52 (1) (2007)
Jafar A. Khan, Stefan Van Aelst, Ruben H. Zamar
Building a robust linear model with forward selection and stepwise procedures. Comput. Stat. Data Anal. 52 (1) (2007)
Ella Roelant, Stefan Van Aelst
An L1-type estimator of multivariate location and shape. Stat. Methods Appl. 15 (3) (2007)
Stefan Van Aelst, Xiaogang Wang, Ruben H. Zamar, Rong Zhu
Linear grouping using orthogonal regression. Comput. Stat. Data Anal. 50 (5) (2006)
Gert Willems, Stefan Van Aelst
Fast and robust bootstrap for LTS. Comput. Stat. Data Anal. 48 (4) (2005)
Peter J. Rousseeuw, Stefan Van Aelst, Katrien van Driessen, Jose A. Gulló
Robust Multivariate Regression. Technometrics 46 (3) (2004)
Greet Pison, Stefan Van Aelst
Analyzing Data with Robust Multivariate Methods and Diagnostic Plots. COMPSTAT (2002)
Gert Willems, G. Pison, Peter J. Rousseeuw, Stefan Van Aelst
A Hotelling Test Based on MCD. COMPSTAT (2002)
Peter J. Rousseeuw, Stefan Van Aelst
The Deepest Fit. COMPSTAT (1998)