Emma Izquierdo-Verdiguier

Publication Activity (10 Years)

Years Active: 2009-2022
Publications (10 Years): 24

Top Topics

Top Venues

Publications

Lorenzo Carlos Quesada-Ruiz, Victor Francisco Rodriguez-Galiano, Raúl Zurita-Milla, Emma Izquierdo-Verdiguier
Area and Feature Guided Regularised Random Forest: a novel method for predictive modelling of binary phenomena. The case of illegal landfill in Canary Island. Int. J. Geogr. Inf. Sci. 36 (12) (2022)
Francesco Nattino, Ou Ku, Meiert W. Grootes, Emma Izquierdo-Verdiguier, Serkan Girgin, Raúl Zurita-Milla
CGC: a Scalable Python Package for Co- and Tri-Clustering of Geodata Cubes. J. Open Source Softw. 7 (72) (2022)
Jaturong Som-ard, Clement Atzberger, Emma Izquierdo-Verdiguier, Francesco Vuolo, Markus Immitzer
Remote Sensing Applications in Sugarcane Cultivation: A Review. Remote. Sens. 13 (20) (2021)
Emma Izquierdo-Verdiguier, Álvaro Moreno-Martínez, José E. Adsuara, Jordi Muñoz-Marí, Gustau Camps-Valls, Marco P. Maneta, John S. Kimball, Nicholas Clinton, Steven W. Running
Global Upscaling of the MODIS Land Cover with Google Earth Engine and Landsat Data. IGARSS (2021)
Hamid Reza Ghafarian Malamiri, Hadi Zare, Iman Rousta, Haraldur Olafsson, Emma Izquierdo-Verdiguier, Hao Zhang, Terence Darlington Mushore
Comparison of Harmonic Analysis of Time Series (HANTS) and Multi-Singular Spectrum Analysis (M-SSA) in Reconstruction of Long-Gap Missing Data in NDVI Time Series. Remote. Sens. 12 (17) (2020)
Sancho Salcedo-Sanz, Pedram Ghamisi, María Piles, Martin Werner, Lucas Cuadra, Álvaro Moreno-Martínez, Emma Izquierdo-Verdiguier, Jordi Muñoz-Marí, Amirhosein Mosavi, Gustau Camps-Valls
Machine learning information fusion in Earth observation: A comprehensive review of methods, applications and data sources. Inf. Fusion 63 (2020)
Álvaro Moreno-Martínez, Emma Izquierdo-Verdiguier, Gustau Camps-Valls, Marco P. Maneta, Jordi Muñoz-Marí, Nathaniel P. Robinson, José E. Adsuara, Manuel Campos, F. Javier García-Haro, Adrián Pérez-Suay, Nicholas Clinton, John S. Kimball, Steven W. Running
Down-Scaling Modis Vegetation Products with Landsat GAP Filled Surface Reflectance in Google Earth Engine. IGARSS (2020)
Azar Zafari, Raúl Zurita-Milla, Emma Izquierdo-Verdiguier
Land Cover Classification Using Extremely Randomized Trees: A Kernel Perspective. IEEE Geosci. Remote. Sens. Lett. 17 (10) (2020)
Emma Izquierdo-Verdiguier, Raúl Zurita-Milla
An evaluation of Guided Regularized Random Forest for classification and regression tasks in remote sensing. Int. J. Appl. Earth Obs. Geoinformation 88 (2020)
Sancho Salcedo-Sanz, Pedram Ghamisi, Maria Piles, Martin Werner, Lucas Cuadra, Álvaro Moreno-Martínez, Emma Izquierdo-Verdiguier, Jordi Muñoz-Marí, Amirhosein Mosavi, Gustau Camps-Valls
Machine Learning Information Fusion in Earth Observation: A Comprehensive Review of Methods, Applications and Data Sources. CoRR (2020)
Raúl Zurita-Milla, Romulo Goncalves, Emma Izquierdo-Verdiguier, Frank O. Ostermann
Exploring Spring Onset at Continental Scales: Mapping Phenoregions and Correlating Temperature and Satellite-Based Phenometrics. IEEE Trans. Big Data 6 (3) (2020)
Azar Zafari, Raúl Zurita-Milla, Emma Izquierdo-Verdiguier
A Multiscale Random Forest Kernel for Land Cover Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 13 (2020)
Azar Zafari, Raúl Zurita-Milla, Emma Izquierdo-Verdiguier
, 575. Remote. Sens. 11 (12) (2019)
Sergio Sánchez-Ruiz, Álvaro Moreno-Martínez, Emma Izquierdo-Verdiguier, Marta Chiesi, Fabio Maselli, María Amparo Gilabert
Growing stock volume from multi-temporal landsat imagery through google earth engine. Int. J. Appl. Earth Obs. Geoinformation 83 (2019)
Azar Zafari, Raúl Zurita-Milla, Emma Izquierdo-Verdiguier
Evaluating the Performance of a Random Forest Kernel for Land Cover Classification. Remote. Sens. 11 (5) (2019)
Laurens Bogaardt, Romulo Goncalves, Raúl Zurita-Milla, Emma Izquierdo-Verdiguier
Dataset Reduction Techniques to Speed Up SVD Analyses on Big Geo-Datasets. ISPRS Int. J. Geo Inf. 8 (2) (2019)
Verónica Andreo, Emma Izquierdo-Verdiguier, Raúl Zurita-Milla, Roberto Rosà, Annapaola Rizzoli, Anna Papa
Identifying Favorable Spatio-Temporal Conditions for West Nile Virus Outbreaks by Co-Clustering of Modis LST Indices Time Series. IGARSS (2018)
Emma Izquierdo-Verdiguier, Raúl Zurita-Milla
Use of Guided Regularized Random Forest for Biophysical Parameter Retrieval. IGARSS (2018)
Viktor Bakayov, Romulo Goncalves, Raúl Zurita-Milla, Emma Izquierdo-Verdiguier
A Spark-Based Platform to Extract Phenological Information from Satellite Images. eScience (2018)
Rosa Aguilar, Raúl Zurita-Milla, Emma Izquierdo-Verdiguier, Rolf A. de By
A Cloud-Based Multi-Temporal Ensemble Classifier to Map Smallholder Farming Systems. Remote. Sens. 10 (5) (2018)
Raúl Zurita-Milla, Emma Izquierdo-Verdiguier, Rolf A. de By
Identifying crops in smallholder farms using time series of WorldView-2 images. MultiTemp (2017)
Emma Izquierdo-Verdiguier, Raúl Zurita-Milla, Rolf A. de By
On the use of guided regularized random forests to identify crops in smallholder farm fields. MultiTemp (2017)
Emma Izquierdo-Verdiguier, Valero Laparra, Robert Jenssen, Luis Gómez-Chova, Gustau Camps-Valls
Optimized Kernel Entropy Components. IEEE Trans. Neural Networks Learn. Syst. 28 (6) (2017)
Emma Izquierdo-Verdiguier, Valero Laparra, Robert Jenssen, Luis Gómez-Chova, Gustau Camps-Valls
Optimized Kernel Entropy Components. CoRR (2016)
Emma Izquierdo-Verdiguier, Raúl Zurita-Milla
Introducing co-clustering for hyperspectral image analysis. IGARSS (2015)
Emma Izquierdo-Verdiguier, Robert Jenssen, Luis Gómez-Chova, Gustavo Camps-Valls
Spectral clustering with the probabilistic cluster kernel. Neurocomputing 149 (2015)
Emma Izquierdo-Verdiguier, Luis Gómez-Chova, Lorenzo Bruzzone, Gustavo Camps-Valls
Semisupervised Kernel Feature Extraction for Remote Sensing Image Analysis. IEEE Trans. Geosci. Remote. Sens. 52 (9) (2014)
Luis Gómez-Chova, Emma Izquierdo-Verdiguier, Julia Amorós-López, Jordi Muñoz-Marí, Gustavo Camps-Valls
Kernel change discriminant analysis for multitemporal cloud masking. IGARSS (2013)
Jordi Muñoz-Marí, Luis Gómez-Chova, Julia Amorós-López, Emma Izquierdo-Verdiguier, Gustavo Camps-Valls
Multiset Kernel CCA for multitemporal image classification. MultiTemp (2013)
Emma Izquierdo-Verdiguier, Valero Laparra, Luis Gómez-Chova, Gustavo Camps-Valls
Encoding Invariances in Remote Sensing Image Classification With SVM. IEEE Geosci. Remote. Sens. Lett. 10 (5) (2013)
Julia Amorós-López, Emma Izquierdo-Verdiguier, Luis Gómez-Chova, Jordi Muñoz-Marí, Gustavo Camps-Valls
A kernel regression approach to cloud and shadow detection in multitemporal images. MultiTemp (2013)
Luis Gómez-Chova, Jordi Muñoz-Marí, Julia Amorós-López, Emma Izquierdo-Verdiguier, Gustavo Camps-Valls
Advances in synergy of AATSR-MERIS sensors for cloud detection. IGARSS (2013)
Emma Izquierdo-Verdiguier, Jerónimo Arenas-García, Sergio Muñoz-Romero, Luis Gómez-Chova, Gustavo Camps-Valls
Semisupervised kernel orthonormalized partial least squares. MLSP (2012)
Emma Izquierdo-Verdiguier, Luis Gómez-Chova, Lorenzo Bruzzone, Gustavo Camps-Valls
Semisupervised nonlinear feature extraction for image classification. IGARSS (2012)
Emma Izquierdo-Verdiguier, Valero Laparra, Luis Gómez-Chova, Gustavo Camps-Valls
Including invariances in SVM remote sensing image classification. IGARSS (2012)
Luis Gómez-Chova, Jordi Muñoz-Marí, Emma Izquierdo-Verdiguier, Gustavo Camps-Valls, Javier Calpe-Maravilla, José F. Moreno
Cloud Screening with Combined MERIS and AATSR Images. IGARSS (4) (2009)