Sven Serneels

发表

Chemometrics and Intelligent Laboratory Systems

Christophe Croux, Irene Hoffmann, Sven Serneels, 2015 .

Principal component analysis for data containing outliers and missing elements

Sven Serneels, Tim Verdonck, Tim Verdonck, 2008, Comput. Stat. Data Anal..

Robust Multivariate Methods: The Projection Pursuit Approach

Peter Filzmoser, Christophe Croux, Sven Serneels, 2005, GfKl.

Sparse dimension reduction based on energy and ball statistics

Sven Serneels, Emmanuel Jordy Menvouta, Tim Verdonck, 2020, Advances in Data Analysis and Classification.

The Partial Robust M-approach

Peter Filzmoser, Christophe Croux, Sven Serneels, 2005, GfKl.

Outlyingness: Which variables contribute most?

Sven Serneels, Tim Verdonck, Michiel Debruyne, 2019, Stat. Comput..

TOMCAT: A MATLAB toolbox for multivariate calibration techniques

Christophe Croux, Sven Serneels, Michal Daszykowski, 2007 .

Cellwise robust M regression

Peter Filzmoser, Irene Ortner, Sven Serneels, 2020, Comput. Stat. Data Anal..

Principal component regression for data containing outliers and missing elements

Sven Serneels, Tim Verdonck, Tim Verdonck, 2009, Comput. Stat. Data Anal..

Dealing with outliers and missing elements in robust PCA and PCR

Sven Serneels, Tim Verdonck, 2007 .

Spatial Sign Preprocessing: A Simple Way To Impart Moderate Robustness to Multivariate Estimators

Sven Serneels, Pierre J. Van Espen, Evert De Nolf, 2006, J. Chem. Inf. Model..

Partial robust M-regression

Peter Filzmoser, Christophe Croux, Sven Serneels, 2005 .

How to construct a multiple regression model for data with missing elements and outlying objects.

Ivana Stanimirova, Beata Walczak, Sven Serneels, 2007, Analytica chimica acta.

Influence properties of partial least squares regression

Christophe Croux, Sven Serneels, Pierre J. Van Espen, 2004 .

Bootstrap confidence intervals for trilinear partial least squares regression

Sven Serneels, Pierre J. Van Espen, P. Espen, 2005 .

Multivariate constrained robust M-regression for shaping forward curves in electricity markets

Sven Serneels, Tim Verdonck, Pieter Segaert, 2018, Journal of Futures Markets.

Sparse and robust PLS for binary classification

Peter Filzmoser, Sven Serneels, Kurt Varmuza, 2016 .

Robustified least squares support vector classification

Sven Serneels, Tim Verdonck, Michiel Debruyne, 2009 .

Robust continuum regression

Peter Filzmoser, Christophe Croux, Sven Serneels, 2005 .

Case specific prediction intervals for tri-PLS1: The full local linearisation

Sven Serneels, Tim Verdonck, Klaas Faber, 2011 .

Robust Multivariate Methods in Chemometrics

Peter Filzmoser, Sven Serneels, Ricardo A. Maronna, 2020, Comprehensive Chemometrics.

Projection pursuit based generalized betas accounting for higher order co-moment effects in financial market analysis

Sven Serneels, S. Serneels, Sven Serneels, 2019, 1908.00141.

Calculation of PLS prediction intervals using efficient recursive relations for the Jacobian matrix

Sven Serneels, Pascal Lemberge, Pierre J. Van Espen, 2004 .

Robust Multivariate Methods in Chemometrics

Peter Filzmoser, Christophe Croux, Sven Serneels, 2020 .