All Publications

Show all

2015

Inproceedings

Fernandez-Bes, Jesus ; Elvira, Victor ; Van Vaerenbergh, Steven

A Probabilistic Least-Mean-Squares Filter Inproceedings

2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 2199–2203, IEEE, Brisbane, 2015, ISBN: 978-1-4673-6997-8.

Abstract | Links | BibTeX | Tags: adaptable step size LMS algorithm, Adaptation models, adaptive filtering, Approximation algorithms, Bayesian machine learning techniques, efficient approximation algorithm, filtering theory, Least squares approximations, least-mean-squares, probabilistic least mean squares filter, Probabilistic logic, probabilisticmodels, Probability, Signal processing algorithms, Standards, state-space models

2012

Journal Articles

Maiz, Cristina S; Molanes-Lopez, Elisa M; Miguez, Joaquin ; Djuric, Petar M

A Particle Filtering Scheme for Processing Time Series Corrupted by Outliers Journal Article

IEEE Transactions on Signal Processing, 60 (9), pp. 4611–4627, 2012, ISSN: 1053-587X.

Abstract | Links | BibTeX | Tags: Kalman filters, Mathematical model, nonlinear state space model, Outlier detection, prediction theory, predictive distribution, Probability density function, State-space methods, state-space models, statistical distributions, Target tracking, time serie processing, Vectors, Yttrium