Gustau Camps-Valls

Lorenzo Busetto

Luigi Ranghetti

María Amparo Gilabert

Fernando Camacho

Mirco Boschetti

Remote. Sens., 2018

Signal-to-noise ratio in reproducing kernel Hilbert spaces.

[BibT_eX]

[DOI]

Raúl Santos-Rodríguez

Pattern Recognit. Lett., 2018

Warped Gaussian Processes in Remote Sensing Parameter Estimation and Causal Inference.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2018

Group Importance Sampling for particle filtering and MCMC.

[BibT_eX]

[DOI]

Víctor Elvira

Digit. Signal Process., 2018

The Recycling Gibbs sampler for efficient learning.

[BibT_eX]

[DOI]

Víctor Elvira

Digit. Signal Process., 2018

The FLUXCOM ensemble of global land-atmosphere energy fluxes.

[BibT_eX]

[DOI]

Christopher R. Schwalm

Gianluca Tramontana

Markus Reichstein

CoRR, 2018

Sensitivity maps of the Hilbert-Schmidt independence criterion.

[BibT_eX]

[DOI]

Adrián Pérez-Suay

Appl. Soft Comput., 2018

Physics-aware Gaussian processes in remote sensing.

[BibT_eX]

[DOI]

Daniel H. Svendsen

David Luengo

Appl. Soft Comput., 2018

Assessing the relationship between microwave vegetation optical depth and gross primary production.

[BibT_eX]

[DOI]

Robin van der Schalie

Mariette Vreugdenhil

Christopher R. Schwalm

Gianluca Tramontana

Wouter A. Dorigo

Int. J. Appl. Earth Obs. Geoinformation, 2018

Distributed Particle Metropolis-Hastings Schemes.

[BibT_eX]

[DOI]

Victor Elvira

Proceedings of the 2018 IEEE Statistical Signal Processing Workshop, 2018

Statistical Learning For End-To-End Simulations.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

A Deep Network Approach to Multitemporal Cloud Detection.

[BibT_eX]

[DOI]

Benjamin Kellenberger

Adrián Pérez-Suay

Daniel Heestermans Svendsen

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Multioutput Automatic Emulator for Radiative Transfer Models.

[BibT_eX]

[DOI]

Daniel Heestermans Svendsen

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Deep Gaussian Processes for Geophysical Parameter Retrieval.

[BibT_eX]

[DOI]

Pablo Morales-Alvarez

Rafael Molina

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Retrieval of Case 2 Water Quality Parameters with Machine Learning.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Global Estimation of Soil Moisture Persistence with L and C-Band Microwave Sensors.

[BibT_eX]

[DOI]

Maria Piles

Robin van der Schalie

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Sparsity-Driven Digital Terrain Model Extraction.

[BibT_eX]

[DOI]

Fatih Nar

Erdal Yilmaz

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Randomized RX for Target Detection.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Interpolation and Gap Filling of Landsat Reflectance Time Series.

[BibT_eX]

[DOI]

Álvaro Moreno-Martínez

Marco P. Maneta

Nathaniel P. Robinson

Brady W. Allred

Steven W. Running

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Gap Filling of Biophysical Parameter Time Series with Multi-Output Gaussian Processes.

[BibT_eX]

[DOI]

Anna Mateo-Sanchis

F. Javier García-Haro

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Transfer Learning with Convolutional Networks for Atmospheric Parameter Retrieval.

[BibT_eX]

[DOI]

David Malmgren-Hansen

Allan Aasbjerg Nielsen

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Disentangling Derivatives, Uncertainty and Error in Gaussian Process Models.

[BibT_eX]

[DOI]

Juan Emmanuel Johnson

José Antonio Padrón-Hidalgo

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Nonlinear Cook Distance for Anomalous Change Detection.

[BibT_eX]

[DOI]

Fatih Nar

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Generation of Global Vegetation Products from Eumetsat AVHRR/METOP Satellites.

[BibT_eX]

[DOI]

Sergio Sanchez-Ruiz

María Amparo Gilabert

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Consistent Regression of Biophysical Parameters with Kernel Methods.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Nonlinear Complex PCA for Spatio-Temporal Analysis of Global Soil Moisture.

[BibT_eX]

[DOI]

Diego Bueso

Maria Piles

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

2017

Optimized Kernel Entropy Components.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2017

Statistical Atmospheric Parameter Retrieval Largely Benefits From Spatial-Spectral Image Compression.

[BibT_eX]

[DOI]

Joaquin Garcia-Sobrino

IEEE Trans. Geosci. Remote. Sens., 2017

Gaussian Process Sensitivity Analysis for Oceanic Chlorophyll Estimation.

[BibT_eX]

[DOI]

Katalin Blix

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

SCOPE-Based Emulators for Fast Generation of Synthetic Canopy Reflectance and Sun-Induced Fluorescence Spectra.

[BibT_eX]

[DOI]

Remote. Sens., 2017

Exploitation of SAR and Optical Sentinel Data to Detect Rice Crop and Estimate Seasonal Dynamics of Leaf Area Index.

[BibT_eX]

[DOI]

Dimitrios Katsantonis

Dimitris G. Stavrakoudis

Remote. Sens., 2017

Compensatory water effects link yearly global land CO<sub>2</sub> sink changes to temperature.

[BibT_eX]

[DOI]

Nat., 2017

Nonlinear Time-Series Adaptation for Land Cover Classification.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2017

Computer Science Meets Ecology (Dagstuhl Seminar 17091).

[BibT_eX]

[DOI]

Thomas Hickler

Birgitta König-Ries

Dagstuhl Reports, 2017

Automatic Emulation by Adaptive Relevance Vector Machines.

[BibT_eX]

[DOI]

Proceedings of the Image Analysis - 20th Scandinavian Conference, 2017

Physics-Aware Gaussian Processes for Earth Observation.

[BibT_eX]

[DOI]

Daniel Heestermans Svendsen

David Luengo

Proceedings of the Image Analysis - 20th Scandinavian Conference, 2017

Fair Kernel Learning.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2017

Joint Gaussian processes for inverse modeling.

[BibT_eX]

[DOI]

Alexandra Georges Konings

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Retrieval of coloured dissolved organic matter with machine learning methods.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Remote sensing of vegetation dynamics in agro-ecosystems using smap vegetation optical depth and optical vegetation indices.

[BibT_eX]

[DOI]

Thomas Jagdhuber

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Causal inference in geosciences with kernel sensitivity maps.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Efficient remote sensing image classification with Gaussian processes and Fourier features.

[BibT_eX]

[DOI]

Pablo Morales-Alvarez

Rafael Molina

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Convolutional neural networks for multispectral image cloud masking.

[BibT_eX]

[DOI]

Gonzalo Mateo-Garcia

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Automatic emulator and optimized look-up table generation for radiative transfer models.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Spatial noise-aware temperature retrieval from infrared sounder data.

[BibT_eX]

[DOI]

David Malmgren-Hansen

Allan Aasbjerg Nielsen

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Nonlinear statistical retrieval of surface emissivity from IASI data.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Cloud detection machine learning algorithms for PROBA-V.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Predicting year of plantation with hyperspectral and lidar data.

[BibT_eX]

[DOI]

Adrià Descals

Luis Alonso

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Passive millimeter wave image classification with large scale Gaussian processes.

[BibT_eX]

[DOI]

Pablo Morales-Alvarez

Rafael Molina

Aggelos K. Katsaggelos

Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

Probabilistic cross-validation estimators for Gaussian process regression.

[BibT_eX]

[DOI]

Proceedings of the 25th European Signal Processing Conference, 2017

Group metropolis sampling.

[BibT_eX]

[DOI]

Victor Elvira

Proceedings of the 25th European Signal Processing Conference, 2017

Recycling Gibbs sampling.

[BibT_eX]

[DOI]

Victor Elvira

Proceedings of the 25th European Signal Processing Conference, 2017

2016

Unsupervised Deep Feature Extraction for Remote Sensing Image Classification.

[BibT_eX]

[DOI]

Adriana Romero

Carlo Gatta

IEEE Trans. Geosci. Remote. Sens., 2016

Processing of Extremely High-Resolution LiDAR and RGB Data: Outcome of the 2015 IEEE GRSS Data Fusion Contest-Part A: 2-D Contest.

[BibT_eX]

[DOI]

Adriana Romero-Soriano

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Emulation of Leaf, Canopy and Atmosphere Radiative Transfer Models for Fast Global Sensitivity Analysis.

[BibT_eX]

[DOI]

Remote. Sens., 2016

Active Learning Methods for Efficient Hybrid Biophysical Variable Retrieval.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2016

Image Denoising with Kernels based on Natural Image Relations.

[BibT_eX]

[DOI]

CoRR, 2016

Spectral band selection for vegetation properties retrieval using Gaussian processes regression.

[BibT_eX]

[DOI]

Int. J. Appl. Earth Obs. Geoinformation, 2016

Latent force models for earth observation time series prediction.

[BibT_eX]

[DOI]

David Luengo

Proceedings of the 26th IEEE International Workshop on Machine Learning for Signal Processing, 2016

2015

An Emulator Toolbox to Approximate Radiative Transfer Models with Statistical Learning.

[BibT_eX]

[DOI]

Remote. Sens., 2015

Multimodal Classification of Remote Sensing Images: A Review and Future Directions.

[BibT_eX]

[DOI]

Proc. IEEE, 2015

Mapping Leaf Area Index With a Smartphone and Gaussian Processes.

[BibT_eX]

[DOI]

M. Amparo Gilabert Navarro

F. Javier García-Haro

Álvaro Moreno

Sergio Sanchez-Ruiz

IEEE Geosci. Remote. Sens. Lett., 2015

Dimensionality Reduction via Regression in Hyperspectral Imagery.

[BibT_eX]

[DOI]

Jesus Malo

IEEE J. Sel. Top. Signal Process., 2015

Spectral clustering with the probabilistic cluster kernel.

[BibT_eX]

[DOI]

Neurocomputing, 2015

Kernel Manifold Alignment.

[BibT_eX]

[DOI]

CoRR, 2015

Learning Structures in Earth Observation Data with Gaussian Processes.

[BibT_eX]

[DOI]

Proceedings of the Advanced Analysis and Learning on Temporal Data, 2015

Capturing Time-structures in Earth Observation Data with Gaussian Processes (abstract).

[BibT_eX]

[DOI]

Proceedings of the 1st International Workshop on Advanced Analytics and Learning on Temporal Data, 2015

Replacing radiative transfer models by surrogate approximations through machine learning.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Biophysical parameter retrieval with warped Gaussian processes.

[BibT_eX]

[DOI]

Miguel Lázaro-Gredilla

Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Large-scale random features for kernel regression.

[BibT_eX]

[DOI]

Diego Marcos Gonzalez

Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Weakly supervised alignment of multisensor images.

[BibT_eX]

[DOI]

Diego Marcos Gonzalez

Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Operational cloud screening service for Sentinel-2 image time series.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Ranking drivers of global carbon and energy fluxes over land.

[BibT_eX]

[DOI]

Christopher R. Schwalm

Jakob Zscheischler

Miguel D. Mahecha

Markus Reichstein

Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Shared feature representations of LiDAR and optical images: Trading sparsity for semantic discrimination.

[BibT_eX]

[DOI]

Adriana Romero

Carlo Gatta

Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Development of an earth observation processing chain for crop bio-physical parameters at local scale.

[BibT_eX]

[DOI]

F. Javier García-Haro

Álvaro Moreno

María Amparo Gilabert

Sergio Sanchez-Ruiz

Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Sensitivity analysis of Gaussian processes for oceanic chlorophyll prediction.

[BibT_eX]

[DOI]

Katalin Blix

Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

2014

Support vector machines in engineering: an overview.

[BibT_eX]

[DOI]

WIREs Data Mining Knowl. Discov., 2014

Explicit Recursive and Adaptive Filtering in Reproducing Kernel Hilbert Spaces.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2014

Semisupervised Manifold Alignment of Multimodal Remote Sensing Images.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2014

Bayesian Active Remote Sensing Image Classification.

[BibT_eX]

[DOI]

Aggelos K. Katsaggelos

IEEE Trans. Geosci. Remote. Sens., 2014

Semisupervised Kernel Feature Extraction for Remote Sensing Image Analysis.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2014

Toward a Semiautomatic Machine Learning Retrieval of Biophysical Parameters.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Advances in Hyperspectral Image Classification: Earth Monitoring with Statistical Learning Methods.

[BibT_eX]

[DOI]

Jón Atli Benediktsson

IEEE Signal Process. Mag., 2014

Prediction of Daily Global Solar Irradiation Using Temporal Gaussian Processes.

[BibT_eX]

[DOI]

Carlos Casanova-Mateo

IEEE Geosci. Remote. Sens. Lett., 2014

Retrieval of Biophysical Parameters With Heteroscedastic Gaussian Processes.

[BibT_eX]

[DOI]

Miguel Lázaro-Gredilla

Michalis K. Titsias

IEEE Geosci. Remote. Sens. Lett., 2014

Principal Polynomial Analysis.

[BibT_eX]

[DOI]

Int. J. Neural Syst., 2014

A unified SVM framework for signal estimation.

[BibT_eX]

[DOI]

Digit. Signal Process., 2014

Unsupervised deep feature extraction of hyperspectral images.

[BibT_eX]

[DOI]

Adriana Romero

Carlo Gatta

Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Prelaunch assessment of worldview-3 information content.

[BibT_eX]

[DOI]

Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

A family of kernel anomaly change detectors.

[BibT_eX]

[DOI]

Nathan Longbotham

Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Dimensionality reduction via regression on hyperspectral infrared sounding data.

[BibT_eX]

[DOI]

Jesus Malo

Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Spectral adaptation of hyperspectral flight lines using VHR contextual information.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Unsupervised Alignment of Image Manifolds with Centrality Measures.

[BibT_eX]

[DOI]

Michele Volpi

Proceedings of the 22nd International Conference on Pattern Recognition, 2014

Lossless coding of hyperspectral images with principal polynomial analysis.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

2013

Interactive Pansharpening and Active Classification in Remote Sensing.

[BibT_eX]

[DOI]

Aggelos K. Katsaggelos

Proceedings of the Multimodal Interaction in Image and Video Applications, 2013

Multitask Remote Sensing Data Classification.

[BibT_eX]

[DOI]

José M. Leiva-Murillo

IEEE Trans. Geosci. Remote. Sens., 2013

Gaussian Process Retrieval of Chlorophyll Content From Imaging Spectroscopy Data.

[BibT_eX]

[DOI]

Luis Alonso

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013

Kernel Multivariate Analysis Framework for Supervised Subspace Learning: A Tutorial on Linear and Kernel Multivariate Methods.

[BibT_eX]

[DOI]

Kaare Brandt Petersen

Lars Kai Hansen

IEEE Signal Process. Mag., 2013

Encoding Invariances in Remote Sensing Image Classification With SVM.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2013

Multitemporal fusion of Landsat/TM and ENVISAT/MERIS for crop monitoring.

[BibT_eX]

[DOI]

Int. J. Appl. Earth Obs. Geoinformation, 2013

Multiset Kernel CCA for multitemporal image classification.

[BibT_eX]

[DOI]

Proceedings of the 7th International Workshop on the Analysis of Multi-temporal Remote Sensing Images, 2013

A kernel regression approach to cloud and shadow detection in multitemporal images.

[BibT_eX]

[DOI]

Proceedings of the 7th International Workshop on the Analysis of Multi-temporal Remote Sensing Images, 2013

Multi-sensor change detection based on nonlinear canonical correlations.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Kernel Structural SIMIlarity on hyperspectral images.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Estimation of vegetation chlorophyll content with Variational Heteroscedastic Gaussian Processes.

[BibT_eX]

[DOI]

Miguel Lázaro-Gredilla

Michalis K. Titsias

Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Domain adaptation with Hidden Markov Random Fields.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Advances in synergy of AATSR-MERIS sensors for cloud detection.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Kernel change discriminant analysis for multitemporal cloud masking.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

2012

Large Margin Filtering.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2012

Retrieval of Vegetation Biophysical Parameters Using Gaussian Process Techniques.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2012

Semisupervised Classification of Remote Sensing Images With Active Queries.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2012

Nonlinear Statistical Retrieval of Atmospheric Profiles From MetOp-IASI and MTG-IRS Infrared Sounding Data.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2012

Remote sensing image segmentation by active queries.

[BibT_eX]

[DOI]

Pattern Recognit., 2012

Nonlinearities and Adaptation of Color Vision from Sequential Principal Curves Analysis.

[BibT_eX]

[DOI]

Neural Comput., 2012

Unsupervised Change Detection With Kernels.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2012

Feature selection using support vector machines and bootstrap methods for ventricular fibrillation detection.

[BibT_eX]

[DOI]

Felipe Alonso Atienza

Alfredo Rosado Muñoz

Juan J. Vinagre

Arcadi García-Alberola

Expert Syst. Appl., 2012

Preface.

[BibT_eX]

[DOI]

Ignacio Santamaría

Deniz Erdogmus

Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2012

Nonlinear data description with Principal Polynomial Analysis.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2012

Semisupervised kernel orthonormalized partial least squares.

[BibT_eX]

[DOI]

Sergio Muñoz-Romero

Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2012

Learning with the kernel signal to noise ratio.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2012

Including invariances in SVM remote sensing image classification.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Semisupervised nonlinear feature extraction for image classification.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Discovering single classes in remote sensing images with active learning.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

2011

Remote Sensing Image Processing

[BibT_eX]

[DOI]

Synthesis Lectures on Image, Video, and Multimedia Processing, Morgan & Claypool Publishers, ISBN: 978-3-031-02247-0, 2011

Structured Output SVM for Remote Sensing Image Classification.

[BibT_eX]

[DOI]

J. Signal Process. Syst., 2011

Iterative Gaussianization: From ICA to Random Rotations.

[BibT_eX]

[DOI]

Jesus Malo

IEEE Trans. Neural Networks, 2011

Multitemporal Unmixing of Medium-Spatial-Resolution Satellite Images: A Case Study Using MERIS Images for Land-Cover Mapping.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2011

Gridding Artifacts on Medium-Resolution Satellite Image Time Series: MERIS Case Study.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2011

Urban Image Classification With Semisupervised Multiscale Cluster Kernels.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2011

Multioutput Support Vector Regression for Remote Sensing Biophysical Parameter Estimation.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2011

On the Impact of Lossy Compression on Hyperspectral Image Classification and Unmixing.

[BibT_eX]

[DOI]

Fernando García-Vílchez

Maciel Zortea

Ian Blanes

Vicente González Ruiz

Antonio Plaza

Joan Serra-Sagristà

IEEE Geosci. Remote. Sens. Lett., 2011

Regularized Multiresolution Spatial Unmixing for ENVISAT/MERIS and Landsat/TM Image Fusion.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2011

Introduction to the Issue on Advances in Remote Sensing Image Processing.

[BibT_eX]

[DOI]

Jón Atli Benediktsson

Jocelyn Chanussot

IEEE J. Sel. Top. Signal Process., 2011

Unsupervised change detection in the feature space using kernels.

[BibT_eX]

[DOI]

Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Large scale semi-supervised image segmentation with active queries.

[BibT_eX]

[DOI]

Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Kernel image similarity criterion.

[BibT_eX]

[DOI]

Vicent Talens

Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Principal polynomial analysis for remote sensing data processing.

[BibT_eX]

[DOI]

Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Explicit signal to noise ratio in reproducing kernel Hilbert spaces.

[BibT_eX]

[DOI]

Allan Aasbjerg Nielsen

Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Kernel entropy component analysis in remote sensing data clustering.

[BibT_eX]

[DOI]

Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Kernel-based retrieval of atmospheric profiles from IASI data.

[BibT_eX]

[DOI]

Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Explicit recursivity into reproducing kernel Hilbert spaces.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2011

2010

Learning Relevant Image Features With Multiple-Kernel Classification.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2010

Semisupervised Neural Networks for Efficient Hyperspectral Image Classification.

[BibT_eX]

[DOI]

Frédéric Ratle

Jason Weston

IEEE Trans. Geosci. Remote. Sens., 2010

Semisupervised One-Class Support Vector Machines for Classification of Remote Sensing Data.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2010

Mean Map Kernel Methods for Semisupervised Cloud Classification.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2010

A support vector domain method for change detection in multitemporal images.

[BibT_eX]

[DOI]

Francesca Bovolo

Pattern Recognit. Lett., 2010

Multisource Composite Kernels for Urban-Image Classification.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2010

Spatio-Spectral Remote Sensing Image Classification With Graph Kernels.

[BibT_eX]

[DOI]

Nino Shervashidze

Karsten M. Borgwardt

IEEE Geosci. Remote. Sens. Lett., 2010

Remote Sensing Feature Selection by Kernel Dependence Measures.

[BibT_eX]

[DOI]

Joris M. Mooij

Bernhard Schölkopf

IEEE Geosci. Remote. Sens. Lett., 2010

Image Denoising with Kernels Based on Natural Image Relations.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2010

Cluster-based active learning for compact image classification.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Estimating biophysical variable dependences with kernels.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Multi-resolution spatial unmixing for MERIS and Landsat image fusion.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

2009

Parallel Implementations of SVM for Earth Observation.

[BibT_eX]

[DOI]

Proceedings of the Parallel Programming, Models and Applications in Grid and P2P Systems., 2009

Hybrid Genetic Algorithms in Data Mining Applications.

[BibT_eX]

[DOI]

Carlos Bousoño-Calzón

Proceedings of the Encyclopedia of Data Warehousing and Mining, Second Edition (4 Volumes), 2009

An Introduction to Kernel Methods.

[BibT_eX]

[DOI]

Proceedings of the Encyclopedia of Data Warehousing and Mining, Second Edition (4 Volumes), 2009

Applications of Kernel Methods.

[BibT_eX]

[DOI]

Proceedings of the Encyclopedia of Data Warehousing and Mining, Second Edition (4 Volumes), 2009

Bioinformatics and Computational Biology.

[BibT_eX]

[DOI]

Alistair Morgan Chalk

Proceedings of the Encyclopedia of Data Warehousing and Mining, Second Edition (4 Volumes), 2009

Target Detection With Semisupervised Kernel Orthogonal Subspace Projection.

[BibT_eX]

[DOI]

Luca Capobianco

Andrea Garzelli

IEEE Trans. Geosci. Remote. Sens., 2009

Classification of Hyperspectral Images With Regularized Linear Discriminant Analysis.

[BibT_eX]

[DOI]

Tatyana V. Bandos

IEEE Trans. Geosci. Remote. Sens., 2009

Semisupervised Remote Sensing Image Classification With Cluster Kernels.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2009

A Composite Semisupervised SVM for Classification of Hyperspectral Images.

[BibT_eX]

[DOI]

Mattia Marconcini

IEEE Geosci. Remote. Sens. Lett., 2009

Biophysical Parameter Estimation With a Semisupervised Support Vector Machine.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2009

Learning non-linear time-scales with kernel gamma-filters.

[BibT_eX]

[DOI]

Jesús Requena-Carrión

Neurocomputing, 2009

Semi-supervised Kernel Target Detection in Hyperspectral Images.

[BibT_eX]

[DOI]

Luca Capobianco

Andrea Garzelli

Proceedings of the Ninth International Conference on Intelligent Systems Design and Applications, 2009

Learning the Relevant Image Features with Multiple Kernels.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Cloud Screening with Combined MERIS and AATSR Images.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Biophysical Parameter Estimation with Adaptive Gaussian Processes.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Recent advances in remote sensing image processing.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Image Processing, 2009

PCA Gaussianization for image processing.

[BibT_eX]

[DOI]

Jesús Malo

Proceedings of the International Conference on Image Processing, 2009

2008

Classification of Satellite Images with Regularized AdaBoosting of RBF Neural Networks.

[BibT_eX]

[DOI]

Antonio Rodrigo-González

Proceedings of the Speech, 2008

Kernel-Based Framework for Multitemporal and Multisource Remote Sensing Data Classification and Change Detection.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2008

Efficient Kernel Orthonormalized PLS for Remote Sensing Applications.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2008

Semisupervised Image Classification With Laplacian Support Vector Machines.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2008

On the Suitable Domain for SVM Training in Image Coding.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2008

Sparse Deconvolution Using Support Vector Machines.

[BibT_eX]

[DOI]

EURASIP J. Adv. Signal Process., 2008

Semi-Supervised Remote Sensing Image Classification based on Clustering and the Mean Map Kernel.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Semi-Supervised Kernel Orthogonal Subspace Projection.

[BibT_eX]

[DOI]

Luca Capobianco

Andrea Garzelli

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Semi-Supervised Support Vector Biophysical Parameter Estimation.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Recovering wavelet relations using SVM for image denoising.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Image Processing, 2008

Segmentation of Hyperspectral Images for the Detection of Rotten Mandarins.

[BibT_eX]

[DOI]

Proceedings of the Image Analysis and Recognition, 5th International Conference, 2008

2007

Nonuniform Interpolation of Noisy Signals Using Support Vector Machines.

[BibT_eX]

[DOI]

Carlos Figuera-Pozuelo

C. E. Martinez-Cruz

Felipe Alonso Atienza

IEEE Trans. Signal Process., 2007

Therapeutic Drug Monitoring of Kidney Transplant Recipients Using Profiled Support Vector Machines.

[BibT_eX]

[DOI]

Antonio Artés-Rodríguez

N. Víctor Jiménez

IEEE Trans. Syst. Man Cybern. Part C, 2007

A Support Vector Domain Description Approach to Supervised Classification of Remote Sensing Images.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2007

Cloud-Screening Algorithm for ENVISAT/MERIS Multispectral Images.

[BibT_eX]

[DOI]

Luis Guanter

IEEE Trans. Geosci. Remote. Sens., 2007

Semi-Supervised Graph-Based Hyperspectral Image Classification.

[BibT_eX]

[DOI]

Tatyana V. Bandos Marsheva

Dengyong Zhou

IEEE Trans. Geosci. Remote. Sens., 2007

Nonlinear System Identification With Composite Relevance Vector Machines.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2007

Statistical criteria for early-stopping of support vector machines.

[BibT_eX]

[DOI]

Tatyana V. Bandos

Neurocomputing, 2007

Combination of one-class remote sensing image classifiers.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

Feature extraction from remote sensing data using Kernel Orthonormalized PLS.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

Semi-supervised cloud screening with Laplacian SVM.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

Hyperspectral image classification with mahalanobis relevance vector machines.

[BibT_eX]

[DOI]

Antonio Rodrigo-González

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

2006

Support Vector Machines for Nonlinear Kernel ARMA System Identification.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks, 2006

Non-linear RLS-based algorithm for pattern classification.

[BibT_eX]

[DOI]

Signal Process., 2006

Urban monitoring using multi-temporal SAR and multi-spectral data.

[BibT_eX]

[DOI]

Diego Fernández-Prieto

Pattern Recognit. Lett., 2006

Composite kernels for hyperspectral image classification.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2006

Robust support vector regression for biophysical variable estimation from remotely sensed images.

[BibT_eX]

[DOI]

Farid Melgani

IEEE Geosci. Remote. Sens. Lett., 2006

Efficient pruning of multilayer perceptrons using a fuzzy sigmoid activation function.

[BibT_eX]

[DOI]

Neurocomputing, 2006

Enhancing decision-based neural networks through local competition.

[BibT_eX]

[DOI]

Neurocomputing, 2006

Advanced Processing of Hyperspectral Images.

[BibT_eX]

[DOI]

Antonio J. Plaza

Jón Atli Benediktsson

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006

Bootstrap feature selection in support vector machines for ventricular fibrillation detection.

[BibT_eX]

[DOI]

Felipe Alonso Atienza

Alfredo Rosado Muñoz

Arcadi García-Alberola

Proceedings of the 14th European Symposium on Artificial Neural Networks, 2006

2005

Perceptual adaptive insensitivity for support vector machine image coding.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks, 2005

Kernel-based methods for hyperspectral image classification.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2005

Support vector machines framework for linear signal processing.

[BibT_eX]

[DOI]

Signal Process., 2005

2004

Enhancing genetic feature selection through restricted search and Walsh analysis.

[BibT_eX]

[DOI]

José Sepúlveda-Sanchis

Carlos Bousoño-Calzón

IEEE Trans. Syst. Man Cybern. Part C, 2004

Robust support vector method for hyperspectral data classification and knowledge discovery.

[BibT_eX]

[DOI]

Luis Alonso-Chorda

IEEE Trans. Geosci. Remote. Sens., 2004

A novel approach to introducing adaptive filters based on the LMS algorithm and its variants.

[BibT_eX]

[DOI]

Jonathon A. Chambers

Marcelino Martínez-Sober

IEEE Trans. Educ., 2004

Fuzzy sigmoid kernel for support vector classifiers.

[BibT_eX]

[DOI]

Neurocomputing, 2004

Robust <i>gamma</i>-filter using support vector machines.

[BibT_eX]

[DOI]

Neurocomputing, 2004

Profiled support vector machines for antisense oligonucleotide efficacy prediction.

[BibT_eX]

[DOI]

Alistair M. Chalk

Erik L. L. Sonnhammer

BMC Bioinform., 2004

Foetal ECG recovery using dynamic neural networks.

[BibT_eX]

[DOI]

Marcelino Martínez-Sober

José Rafael Magdalena Benedicto

Juan Guerrero-Martínez

Artif. Intell. Medicine, 2004

Regularized RBF Networks for Hyperspectral Data Classification.

[BibT_eX]

[DOI]

Proceedings of the Image Analysis and Recognition: International Conference, 2004

Machine Learning Methods for One-Session Ahead Prediction of Accesses to Page Categories.

[BibT_eX]

[DOI]

Emili Balaguer-Ballester

Alberto Palomares

Juan Gómez-Sanchís

Proceedings of the Adaptive Hypermedia and Adaptive Web-Based Systems, 2004

2003

A low-complexity fuzzy activation function for artificial neural networks.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks, 2003

Dosage individualization of erythropoietin using a profile-dependent support vector regression.

[BibT_eX]

[DOI]

N. Víctor Jiménez-Torres

IEEE Trans. Biomed. Eng., 2003

Prediction of cyclosporine dosage in patients after kidney transplantation using neural networks.

[BibT_eX]

[DOI]

Begoña Porta-Oltra

N. Víctor Jiménez-Torres

IEEE Trans. Biomed. Eng., 2003

Use of neural networks for dosage individualisation of erythropoietin in patients with secondary anemia to chronic renal failure.

[BibT_eX]

[DOI]

N. Víctor Jiménez-Torres

Comput. Biol. Medicine, 2003

Semi-supervised classification method for hyperspectral remote sensing images.

[BibT_eX]

[DOI]

Javier Calpe

Proceedings of the 2003 IEEE International Geoscience and Remote Sensing Symposium, 2003

Feature selection of hyperspectral data through local correlation and SFFS for crop classification.

[BibT_eX]

[DOI]

Javier Calpe

Proceedings of the 2003 IEEE International Geoscience and Remote Sensing Symposium, 2003

CART-based feature selection of hyperspectral images for crop cover classification.

[BibT_eX]

[DOI]

Proceedings of the 2003 International Conference on Image Processing, 2003

Support Vector Machines for Crop Classification Using Hyperspectral Data.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition and Image Analysis, First Iberian Conference, 2003

2002

Multi-dimensional Function Approximation and Regression Estimation.

[BibT_eX]

[DOI]

Antonio Artés-Rodríguez

Proceedings of the Artificial Neural Networks, 2002

2001

Some Examples for Solving Clinical Problems Using Neural Networks.

[BibT_eX]

[DOI]

N. Víctor Jiménez

Proceedings of the Bio-inspired Applications of Connectionism, 2001

Neural Networks Ensemble for Cyclosporine Concentration Monitoring.

[BibT_eX]

[DOI]