Sven Serneels

Publication Activity (10 Years)

Years Active: 2005-2023
Publications (10 Years): 4

Top Topics

High Dimensional Problems

Dimension Reduction

Sparse Metric Learning

Feature Subspace

Top Venues

Comput. Stat. Data Anal.

Adv. Data Anal. Classif.

Publications

Emmanuel Jordy Menvouta, Sven Serneels, Tim Verdonck
direpack: A Python 3 package for state-of-the-art statistical dimensionality reduction methods. SoftwareX 21 (2023)
Emmanuel Jordy Menvouta, Sven Serneels, Tim Verdonck
Sparse dimension reduction based on energy and ball statistics. Adv. Data Anal. Classif. 16 (4) (2022)
Peter Filzmoser, Sebastiaan Höppner, Irene Ortner, Sven Serneels, Tim Verdonck
Cellwise robust M regression. Comput. Stat. Data Anal. 147 (2020)
Michiel Debruyne, Sebastiaan Höppner, Sven Serneels, Tim Verdonck
Outlyingness: Which variables contribute most? Stat. Comput. 29 (4) (2019)
Sven Serneels, Tim Verdonck
Principal component regression for data containing outliers and missing elements. Comput. Stat. Data Anal. 53 (11) (2009)
Sven Serneels, Tim Verdonck
Principal component analysis for data containing outliers and missing elements. Comput. Stat. Data Anal. 52 (3) (2008)
Sven Serneels, Evert De Nolf, Pierre J. Van Espen
Spatial Sign Preprocessing: A Simple Way To Impart Moderate Robustness to Multivariate Estimators. J. Chem. Inf. Model. 46 (3) (2006)
Sven Serneels, Christophe Croux, Peter Filzmoser, Pierre J. Van Espen
The Partial Robust M-approach. GfKl (2005)
Peter Filzmoser, Sven Serneels, Christophe Croux, Pierre J. Van Espen
Robust Multivariate Methods: The Projection Pursuit Approach. GfKl (2005)