Steven Van Vaerenbergh
Steven Van Vaerenbergh
Assistant professor, University of Cantabria
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Kernel recursive least-squares tracker for time-varying regression
S Van Vaerenbergh, M Lázaro-Gredilla, I Santamaría
IEEE transactions on neural networks and learning systems 23 (8), 1313-1326, 2012
1622012
A sliding-window kernel RLS algorithm and its application to nonlinear channel identification
S Van Vaerenbergh, J Via, I Santamaría
2006 IEEE International Conference on Acoustics Speech and Signal Processing …, 2006
1552006
Gaussian processes for nonlinear signal processing: An overview of recent advances
F Pérez-Cruz, S Van Vaerenbergh, JJ Murillo-Fuentes, M Lázaro-Gredilla, ...
IEEE Signal Processing Magazine 30 (4), 40-50, 2013
1182013
Fixed-budget kernel recursive least-squares
S Van Vaerenbergh, I Santamaría, W Liu, JC Príncipe
2010 IEEE International Conference on Acoustics, Speech and Signal …, 2010
972010
Overlapping mixtures of Gaussian processes for the data association problem
M Lázaro-Gredilla, S Van Vaerenbergh, ND Lawrence
Pattern recognition 45 (4), 1386-1395, 2012
792012
Nonlinear System Identification using a New Sliding-Window Kernel RLS Algorithm.
S Van Vaerenbergh, J Via, I Santamaria
JCM 2 (3), 1-8, 2007
582007
Kernel Methods for Nonlinear Identification, Equalization and Separation of Signals
S Van Vaerenbergh
Universidad de Cantabria, 2010
462010
Kafnets: Kernel-based non-parametric activation functions for neural networks
S Scardapane, S Van Vaerenbergh, S Totaro, A Uncini
Neural Networks 110, 19-32, 2019
442019
A comparative study of kernel adaptive filtering algorithms
S Van Vaerenbergh, I Santamaría
2013 IEEE Digital Signal Processing and Signal Processing Education Meeting …, 2013
432013
Blind identification of SIMO Wiener systems based on kernel canonical correlation analysis
S VanVaerenbergh, J Via, I Santamaria
IEEE Transactions on Signal Processing 61 (9), 2219-2230, 2013
342013
Estimation of the forgetting factor in kernel recursive least squares
S Van Vaerenbergh, I Santamaría, M Lázaro-Gredilla
2012 IEEE International Workshop on Machine Learning for Signal Processing, 1-6, 2012
332012
A spectral clustering approach to underdetermined postnonlinear blind source separation of sparse sources
S Van Vaerenbergh, I Santamaría
IEEE Transactions on Neural Networks 17 (3), 811-814, 2006
302006
Complex-valued neural networks with nonparametric activation functions
S Scardapane, S Van Vaerenbergh, A Hussain, A Uncini
IEEE Transactions on Emerging Topics in Computational Intelligence, 2018
272018
A Bayesian approach to tracking with kernel recursive least-squares
M Lázaro-Gredilla, S Van Vaerenbergh, I Santamaría
2011 IEEE International Workshop on Machine Learning for Signal Processing, 1-6, 2011
222011
Adaptive kernel canonical correlation analysis algorithms for nonparametric identification of Wiener and Hammerstein systems
S Van Vaerenbergh, J Vía, I Santamaría
EURASIP Journal on Advances in Signal Processing 2008, 1-13, 2008
212008
A probabilistic least-mean-squares filter
J Fernandez-Bes, V Elvira, S Van Vaerenbergh
2015 IEEE International Conference on Acoustics, Speech and Signal …, 2015
172015
Kernel-based identification of Hammerstein systems for nonlinear acoustic echo-cancellation
S Van Vaerenbergh, LA Azpicueta-Ruiz
2014 IEEE International Conference on Acoustics, Speech and Signal …, 2014
152014
Semi-supervised handwritten digit recognition using very few labeled data
S Van Vaerenbergh, I Santamaria, PE Barbano
2011 IEEE International Conference on Acoustics, Speech and Signal …, 2011
142011
On the relationship between online Gaussian process regression and kernel least mean squares algorithms
S Van Vaerenbergh, J Fernandez-Bes, V Elvira
2016 IEEE 26th International Workshop on Machine Learning for Signal …, 2016
102016
A split kernel adaptive filtering architecture for nonlinear acoustic echo cancellation
S Van Vaerenbergh, LA Azpicueta-Ruiz, D Comminiello
2016 24th European Signal Processing Conference (EUSIPCO), 1768-1772, 2016
102016
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