Publicaciones en colaboración con investigadores/as de Universidad Carlos III de Madrid (40)

2021

  1. Compressed Particle Methods for Expensive Models with Application in Astronomy and Remote Sensing

    IEEE Transactions on Aerospace and Electronic Systems, Vol. 57, Núm. 5, pp. 2607-2621

  2. Deep importance sampling based on regression for model inversion and emulation

    Digital Signal Processing: A Review Journal, Vol. 116

2018

  1. Group Importance Sampling for particle filtering and MCMC

    Digital Signal Processing: A Review Journal, Vol. 82, pp. 133-151

  2. INTERPOLATION AND GAP FILLING OF LANDSAT REFLECTANCE TIME SERIES

    IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM

  3. Interpolation and gap filling of Landsat reflectance time series

    International Geoscience and Remote Sensing Symposium (IGARSS)

  4. The Recycling Gibbs sampler for efficient learning

    Digital Signal Processing: A Review Journal, Vol. 74, pp. 1-13

2014

  1. Retrieval of biophysical parameters with heteroscedastic Gaussian processes

    IEEE Geoscience and Remote Sensing Letters, Vol. 11, Núm. 4, pp. 838-842

2013

  1. Estimation of vegetation chlorophyll content with Variational Heteroscedastic Gaussian Processes

    International Geoscience and Remote Sensing Symposium (IGARSS)

  2. Kernel multivariate analysis framework for supervised subspace learning: A tutorial on linear and kernel multivariate methods

    IEEE Signal Processing Magazine, Vol. 30, Núm. 4, pp. 16-29

  3. Multitask remote sensing data classification

    IEEE Transactions on Geoscience and Remote Sensing, Vol. 51, Núm. 1, pp. 151-161

2012

  1. A support vector machine music algorithm

    IEEE Transactions on Antennas and Propagation, Vol. 60, Núm. 10, pp. 4901-4910

  2. SEMISUPERVISED KERNEL ORTHONORMALIZED PARTIAL LEAST SQUARES

    2012 IEEE INTERNATIONAL WORKSHOP ON MACHINE LEARNING FOR SIGNAL PROCESSING (MLSP)

  3. Semisupervised kernel orthonormalized partial least squares

    IEEE International Workshop on Machine Learning for Signal Processing, MLSP

2011

  1. EXPLICIT RECURSIVITY INTO REPRODUCING KERNEL HILBERT SPACES

    2011 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING

  2. Explicit recursivity into reproducing kernel Hilbert spaces

    ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

  3. Multioutput support vector regression for remote sensing biophysical parameter estimation

    IEEE Geoscience and Remote Sensing Letters, Vol. 8, Núm. 4, pp. 804-808

2010

  1. Multitask SVM learning for remote sensing data classification

    Proceedings of SPIE - The International Society for Optical Engineering

2009

  1. Learning non-linear time-scales with kernel γ-filters

    Neurocomputing, Vol. 72, Núm. 4-6, pp. 1324-1328

  2. Multi-Temporal Image Classification with Kernels

    Kernel Methods for Remote Sensing Data Analysis (John Wiley & Sons, Ltd), pp. 125-145

2008

  1. Efficient kernel orthonormalized PLS for remote sensing applications

    IEEE Transactions on Geoscience and Remote Sensing