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@unpublished{Tarraga24thesis, author = {Jose Maria Tarraga}, title = {Causal inference in the human-biosphere coupled system}, institution = {Universitat de València, Spain}, year = {TBD 2024}, note = {M. Piles and G. Camps-Valls (advisors)} } @unpublished{Kondylatos24thesis, author = {Spyros Kondylatos}, title = {Bayesian Neural Networks in EO}, institution = {NOA, Athens and Universitat de València, Spain}, year = {TBD 2024}, note = {I. Papotsis and G. Camps-Valls (advisors)} } @unpublished{Prapas24thesis, author = {Ioannis Prapas}, title = {Deep Learning for Fire Danger Forecasting using Earth Observation Data}, institution = {NOA, Athens and Universitat de València, Spain}, year = {TBD 2024}, note = {I. Papotsis and G. Camps-Valls (advisors)} } @unpublished{Radin24thesis, author = {Cristina Radin}, title = {Machine learning for sea level variability forecasting and impact assessment}, institution = {Universitat de València, Spain}, year = {TBD 2024}, note = {V. Nieves and G. Camps-Valls (advisors)} } @unpublished{Laura24thesis, author = {Laura Martinez}, title = {High resolution Products for better quantifying the terrestrial biosphere}, institution = {Universitat de València, Spain}, year = {TBD 2024}, note = {A. Moreno and G. Camps-Valls (advisors)} } @unpublished{Jessenia24thesis, author = {Jessenia Gonzalez Villarreal}, title = {Detection of aerosol-cloud interactions in observations space}, institution = {University of Leipzig, Germany and Universitat de València, Spain}, year = {TBD 2024}, note = {Johannes Quaas and G. Camps-Valls (advisors)} } @unpublished{Paolo24thesis, author = {Paolo Pelucchi}, title = {Physics-aware and explainable ML for dust and cloud properties retrieval}, institution = {Universitat de València, Spain and University of Oxford, UK}, year = {TBD 2024}, note = {G. Camps-Valls and Philip Stier (advisors)} } @unpublished{JM24thesis, author = {Jose M Tárraga}, title = {Causal inference in the human-biosphere coupled system}, institution = {Universitat de València, Spain}, year = {TBD 2024}, note = {M. Piles and G. Camps-Valls (advisors)} } @unpublished{Tristan24thesis, author = {Tristan Williams}, title = {Persistence in European Vegetation}, institution = {University of Leipzig, Germany and Universitat de València, Spain}, year = {TBD 2024}, note = {G. Camps-Valls, A. Moreno and M. Mahecha (advisors)} } @unpublished{Franziska24thesis, author = {Franziska Muller}, title = {Forest disturbance classification using deep learning approaches}, institution = {Max Planck Institute, Jena, Germany and Universitat de València, Spain}, year = {TBD 2024}, note = {A. Bastos, A. Moreno and G. Camps-Valls (advisors)} } @unpublished{Cohrs24thesis, author = {Kai-Hendrik Cohrs}, title = {Characterization of hybrid machine learning}, institution = {Universitat de València, Spain and Max Planck Institute for Biogeochemistry, Jena, Germany}, year = {TBD 2024}, note = {G. Camps-Valls and M. Reichstein (advisors)} } @unpublished{Cortes24thesis, author = {Jordi Cortes}, title = {Machine learning for detection and attribution of climate extremes}, institution = {Universitat de València, Spain}, year = {TBD 2024}, note = {M. A. Fernandez-Torres and G. Camps-Valls (advisors)} } @unpublished{Gonzalez24thesis, author = {Maria Gonzalez}, title = {Anomaly and extreme event detection with attention networks}, institution = {Universitat de València, Spain}, year = {TBD 2024}, note = {M. A. Fernandez-Torres and G. Camps-Valls (advisors)} } @unpublished{Mengxue24thesis, author = {Mengxue Zhang}, title = {Physics-Aware Deep Learning Models for Drought Monitor and Prediction Based on Multi-Source Observational Data}, institution = {Universitat de València, Spain and Hohai University, China}, year = {TBD 2024}, note = {G. Camps-Valls and (advisors)} } @PHDTHESIS{Dan24thesis, author = {Dan López Puigdollers}, title = {Change detection machine learning algorithms for cloud masking of remote sensing image time series}, school = {Universitat de València, Spain}, year = {TBD 2024}, note = {L. Gómez-Chova (advisor)} } @PHDTHESIS{MateoGarcia23thesis, author = {Gonzalo Mateo García}, title = {Transfer Learning of Deep Learning Models for Cloud Masking in Optical Satellite Images}, school = {Universitat de València, Spain}, year = {2023}, note = {L. Gómez-Chova (advisor)} } @PHDTHESIS{Fernando20MSCTHesis, author = {Fernando L. Rodríguez Brizuela} , title = {Estimación de parámetros biofísicos de cultivos de arroz mediante procesos gaussianos utilizando imágenes de radar de apertura sintética}, school = {Master in Remote Sensing, Universitat de València, Spain}, year = 2020, address = {Universitat de València, Spain}, month = {September}, note = {Juan Manuel López Sánchez; Gustau Camps-Valls (advisors)} } @PHDTHESIS{JoseMaria20MSCThesis, author = {José María Tárraga} , title = {Estudio del impacto del clima en las migraciones humanas mediante aprendizaje estadístico}, school = {Master in Remote Sensing, Universitat de València, Spain}, year = 2020, address = {Universitat de València, Spain}, month = {September}, note = {Gustau Camps-Valls; Maria Piles (advisors)} } @PHDTHESIS{JuanPalao20MSCThesis, author = {Juan Palao Barceló} , title = {Detección de perturbaciones en la cubierta terrestre vegetal mediante análisis y segmentación espectro-temporal}, school = {Master in Remote Sensing, Universitat de València, Spain}, year = 2020, address = {Universitat de València, Spain}, month = {September}, note = {Álvaro Moreno Martínez; Gustau Camps-Valls;(advisors)} } @PHDTHESIS{MiguelMorata20MSCThesis, author = {Miguel Morata Dolz} , title = {Evaluación del impacto del clima sobre la vegetación mediante causalidad de Granger no lineal}, school = {Master in Remote Sensing, Universitat de València, Spain}, year = 2020, address = {Universitat de València, Spain}, month = {September}, note = {Gustau Camps-Valls;(advisor)} } @PHDTHESIS{Cristina20MSCThesis, author = {Cristina Radin} , title = {Decadal,regional sea level assessment using advanced statistical techniques}, school = {Master in Remote Sensing, Universitat de València, Spain}, year = 2020, address = {Universitat de València, Spain}, month = {September}, note = {Verónica Nieves; Gustau Camps-Valls;(advisors)} } @PHDTHESIS{Svendsen20, author = {Daniel Svendsen}, title = {Integrating Physics Modelling with Machine Learning for Remote Sensing}, school = {PhD Universitat de València, Spain}, year = {2020}, address = {Universitat de València, Spain}, note = {Gustau Camps-Valls and Luca Martino (advisors)} } @PHDTHESIS{Campos-Taberner17, author = {Manuel Campos-Taberner} , title = {Development of an earth observation processing chain for crop biophysical parameters at local and global scale}, school = {PhD in Remote Sensing, Universitat de València, Spain}, year = 2017, address = {Universitat de València, Spain}, month = {September}, note = {F.J- García-Haro and G. Camps-Valls (advisors)} } @PHDTHESIS{Johnson21, author = {Emmanuel J. Johnson}, title = {Estimating Information in Earth System Data with Machine Learning}, school = {Universitat de València, Spain}, year = {2021}, address = {Universitat de València, Spain}, note = {Gustau Camps-Valls and Valero Laparra (advisors)} } @PHDTHESIS{DiazPorras23, author = {Emiliano Diaz}, title = {Towards Causal Discovery for Earth System Sciences}, school = {Universitat de València, Spain}, year = {2023}, address = {Universitat de València, Spain}, note = {Gherardo Varando and Gustau Camps-Valls (advisors)} } @PHDTHESIS{Mateo24, author = {Anna Mateo}, title = {Advances in machine learning for remote sensing crop yield predction}, school = {Universitat de València, Spain}, year = {2024}, address = {Universitat de València, Spain}, note = {Maria Piles, Jordi Muñoz-Marí, Gustau Camps-Valls (advisors)} } @PHDTHESIS{Martinez19, author = {Laura Martínez Ferrer}, title = {Estimación de la producción de cultivos a través de la fusión de MODIS y SMAP mediante algoritmos de regresión}, school = {Master in Remote Sensing, Universitat de València, Spain}, year = {2019}, address = {Universitat de València, Spain}, note = {G. Camps-Valls and M. Piles (advisors)} } @PHDTHESIS{Kraemer20, author = {Guido Kraemer}, title = {Changes in the coupled Biosphere-Human System}, school = {PhD Universitat de València, Spain}, year = {2020}, address = {Universitat de València, Spain}, note = {Miguel Mahecha, Markus Reichstein, Gustau Camps-Valls (advisors)} } %%%%% @PHDTHESIS{Chaparro18thesis, author = {David Chaparro}, title = {Applications of L-band missions for environmental research}, school = {Universitat Politècnica de Catalunya, Spain}, year = {2018}, address = {Universitat Politècnica de Catalunya, Spain}, note = {M. Piles and M. Vall-llossera (advisors)} } @PHDTHESIS{Pablos16thesis, author = {Miriam Pablos}, title = {Earth remote sensing with SMOS,Aquarius and SMAP missions}, school = {Universitat Politècnica de Catalunya, Spain}, year = {2016}, address = {Universitat Politècnica de Catalunya, Spain}, note = {M. Piles and M. Vall-llossera (advisors)} } @PHDTHESIS{Bueso17, author = {Diego Bueso Acevedo}, title = {Estudio del impacto de El Niño Godzilla en la humedad del suelo global}, school = {Master in Remote Sensing, Universitat de València, Spain}, year = {2017}, address = {Universitat de València, Spain}, note = {G. Camps-Valls and M. Piles (advisors)} } @PHDTHESIS{Almendra18, author = {Laura Almendra Martin}, title = {Análisis del impacto de ENSO y NAO en variables climáticas esenciales y en la ocurrencia de eventos extremos}, school = {Master in Remote Sensing, Universitat de València, Spain}, year = {2018}, address = {Universitat de València, Spain}, note = {G. Camps-Valls and M. Piles (advisors)} } @PHDTHESIS{Montes17, author = {Sergio Montes Fernández}, title = {Identificación mineral mediante sensores multiespectrales e hiperespectrales}, school = {Master in Remote Sensing, Universitat de València, Spain}, year = {2017}, address = {Universitat de València, Spain}, note = {G. Camps-Valls (advisor)} } @PHDTHESIS{Llorens17, author = {Rafael Llorens Company}, title = {Relación entre la humedad del suelo y el riesgo de incendios en el continente europeo}, school = {Master in Remote Sensing, Universitat de València, Spain}, year = {2017}, address = {Universitat de València, Spain}, note = {G. Camps-Valls and M. Piles (advisors)} } @PHDTHESIS{Borras16, author = {Judit Borràs Hernandis}, title = {Clasificación de suelos a partir de imágenes {Sentinel-2}}, school = {Master in Remote Sensing, Universitat de València, Spain}, year = {2016}, address = {Universitat de València, Spain}, note = {J. Delegido and G. Camps-Valls (advisor)} } @PHDTHESIS{Descals16, author = {Adrià Descals Ferrando}, title = {Parameter estimation by hyperspectral and LiDAR data fusion}, school = {Master in Remote Sensing, Universitat de València, Spain}, year = {2016}, address = {Universitat de València, Spain}, note = {G. Camps-Valls (advisor)} } @PHDTHESIS{ChireChira14, author = {J. R. Chire Chira}, title = {Detección de cambios multi-sensor ante un evento sísmico}, school = {Master in Remote Sensing, Universitat de València, Spain}, year = {2014}, address = {Universitat de València, Spain}, note = {G. Camps-Valls (advisor)} } @PHDTHESIS{Izquierdo14thesis, author = {Emma Izquierdo Verdiguier}, title = {Kernel feature extraction methods for remote sensing data analysis}, school = {Universitat de València, Spain}, year = {2014}, note = {L. Gómez-Chova and G. Camps-Valls (advisors)} } @PHDTHESIS{Campos-Taberner13, author = {Manuel Campos-Taberner} , title = {Evaluación de Procesos Gaussianos en la estimación de parámetros biofísicos}, school = {Master in Remote Sensing, Universitat de València, Spain}, year = 2013, address = {Universitat de València, Spain}, month = {September}, note = {G. Camps-Valls (advisor)} } @PHDTHESIS{Amoros12thesis, author = {Emma Izquierdo Verdiguier}, title = {Multi-resolution Spatial Unmixing for MERIS and Landsat Image Fusion}, school = {Universitat de València, Spain}, year = {2012}, note = {L. Gómez-Chova and J. Calpe-Maravilla (advisors)} } @PHDTHESIS{Laparra11thesis, author = {Valero Laparra}, title = {Learning efficient image representations: Conections between statistics and neuroscience}, school = {Universitat de València, Spain}, year = {2013}, address = {Universitat de València, Spain}, note = {J. Malo and G. Camps-Valls (advisors)} } @PHDTHESIS{Ramos13, author = {Saúl Ramos Peredo}, title = {Spectral Unmixing Techniques for Mineral Mapping with Hyperspectral Imagery}, school = {Master in Remote Sensing, Universitat de València, Spain}, year = {2013}, address = {Universitat de València, Spain}, note = {G. Camps-Valls (advisor)} } @PHDTHESIS{Moya12, author = {Alfonso Moya Fuero}, title = {Detección automática de nuevas construcciones a partir de ortofotos del Instituto Cartográfico Valenciano}, school = {Master in Remote Sensing, Universitat de València, Spain}, year = {2012}, address = {Universitat de València, Spain}, note = {J. García-Haro and G. Camps-Valls (advisors)} } @PHDTHESIS{Izquierdo11, author = {Emma Izquierdo Verdiguier}, title = {Detección automática de plantaciones de árboles de cultivo en imágenes de muy alta resolución}, school = {Master in Remote Sensing, Universitat de València, Spain}, year = {2011}, address = {Universitat de València, Spain}, note = {L. Gómez Chova and G. Camps-Valls (advisors)} } @PHDTHESIS{Jimenez11, author = {Sandra Jiménez}, title = {The statistics of remote sensing images}, school = {Master in Computer Science and Mathematics, Universitat de València, Spain}, year = {2011}, address = {Universitat de València, Spain}, note = {J. Malo (advisor)} } @PHDTHESIS{Rodrigo12, author = {Antonio Rodrigo González}, title = {Estimación de parámetros atmosféricos mediante métodos núcleo}, school = {Master in Electrical Engineering, Universitat de València, Spain}, year = {2011}, address = {Universitat de València, Spain}, note = {G. Camps-Valls (advisor)} } @PHDTHESIS{Talens11, author = {Joan Vicent Talens Noguera}, title = {Nova mètrica de similitud per a l'avaluació de productes de multiresolució d'imatges}, school = {Master in Remote Sensing, Universitat de València, Spain}, year = {2011}, address = {Universitat de València, Spain}, note = {J. Moreno and G. Camps-Valls (advisors)} } @PHDTHESIS{Capobianco09thesis, author = {Luca Capobianco}, title = {Advances in Hyperspectral Kernel screening algorithm Target Detection}, school = {Universita degli Studi di Siena, Italy}, year = {2009}, address = {Universita degli Studi di Siena, Italy}, note = {A. Garzelli and G. Camps-Valls (advisors)} } @PHDTHESIS{GomezSanchis09thesis, author = {Juan Gómez Sanchis}, title = {Desarrollo de técnicas avanzadas para la detección de defectos superficiales peligrosos en cítricos basadas en imágenes hiperespectrales}, school = {Universitat de València, Spain}, year = {2009}, address = {Universitat de València, Spain}, note = {J. Blasco Ivars and G. Camps-Valls (advisors)} } @PHDTHESIS{GomezChova08thesis, author = {Luis Gómez Chova}, title = {Cloud screening algorithm for MERIS and CHRIS satellite sensors}, school = {Universitat de València, Spain}, year = {2008}, address = {Universitat de València, Spain}, note = {G. Camps-Valls and J. Calpe (advisors)} } @PHDTHESIS{Bolanos06, author = {Gustavo Bolaños Merario}, title = {Interfaz de MATLAB para la extracción de características y clasificación de imágenes}, school = {Electrical Engineering Dep., Universitat de València, Spain}, year = {2006}, address = {Universitat de València, Spain}, note = {G. Camps-Valls (advisor)} } @PHDTHESIS{Campayo06, author = {David Campayo Villalta}, title = {Análisis de splines autorregresivos multivariantes en teledetección}, school = {Electrical Engineering Dep., Universitat de València, Spain}, year = {2006}, address = {Universitat de València, Spain}, note = {G. Camps-Valls (advisor)} } @PHDTHESIS{Gomez06, author = {Juan Gómez Sanchis}, title = {Desarrollo de técnicas de análisis de imágenes hiperespectrales. Aplicación a un sistema de identificación de podredumbres en cítricos basado en filtros sintonizables de cristal líquido}, school = {Electrical Engineering Dep., Universitat de València, Spain}, year = {2006}, address = {Universitat de València, Spain}, note = {G. Camps-Valls (advisor)} } @PHDTHESIS{Laparra06, author = {Valero Laparra Pérez-Muelas}, title = {Compresión de imágenes mediante SVM adaptativa perceptual en el dominio wavelet}, school = {Electrical Engineering Dep., Universitat de València, Spain}, year = {2006}, address = {Universitat de València, Spain}, note = {J. Malo and G. Camps-Valls (advisors)} } @PHDTHESIS{Laparra08, author = {Valero Laparra Pérez-Muelas}, title = {Eliminación de ruido en imágenes mediante kernels basados en información mútua en el dominio wavelet}, school = {Computer Science Dep and Electrical Engineering Dep., Universitat de València, Spain}, year = {2006}, address = {Universitat de València, Spain}, note = {J. Malo and G. Camps-Valls (advisors)} } @PHDTHESIS{Rodrigo06, author = {Antonio Rodrigo González}, title = {Clasificación supervisada de imágenes hiperespectrales mediante máquinas de vectores soporte y AdaBoosting}, school = {Electrical Engineering Dep., Universitat de València, Spain}, year = {2006}, address = {Universitat de València, Spain}, note = {G. Camps-Valls (advisor)} } @PHDTHESIS{Gutierrez05, author = {Juan Gutiérrez}, title = {Contrast perception non-linearities and applications to image restoration and motion estimation}, school = {Master in Computer Science, Universitat de València, Spain}, year = {2005}, address = {Universitat de València, Spain}, note = {J. Malo and F. Ferri (advisors)} } @PHDTHESIS{Navarro05, author = {Yolanda Navarro}, title = {Non-linear masking models for color image coding in the JPEG2000 framework}, school = {Master in Physics, Universitat de València, Spain}, year = {2005}, address = {Universitat de València, Spain}, note = {J. Malo and F. Ferri (advisors)} } @PHDTHESIS{Bandos04, author = {Tatyana V. Bandos}, title = {Effective early stopping in support vector machines procedures using statistical criteria}, school = {Electrical Engineering Dep., Universitat de València, Spain}, year = {2004}, address = {Universitat de València, Spain}, note = {E. Soria and G. Camps-Valls (advisors)} } @PHDTHESIS{Girbes03, author = {Jaime Girbés Candel}, title = {Igualación robusta de canales de comunicaciones mediante filtros gamma y Laguerre}, school = {Electrical Engineering Dep., Universitat de València, Spain}, year = {2003}, address = {Universitat de València, Spain}, note = {G. Camps-Valls (advisor)} } @PHDTHESIS{GomezPerez04, author = {Gabriel Gómez Pérez}, title = {Compresión de imágenes mediante SVM adaptativa perceptual}, school = {Electrical Engineering Dep., Universitat de València, Spain}, year = {2003}, address = {Universitat de València, Spain}, note = {J. Malo and G. Camps-Valls (advisors)} } @PHDTHESIS{Epifanio02, author = {Irene Epifanio}, title = {Texture description: applications to image coding and classification}, school = {Physics and Maths Departments, Universitat de València, Spain}, year = {2002}, address = {Universitat de València, Spain}, note = {J. Malo and G. Ayala (advisors)} } @PHDTHESIS{Saez01, author = {Sergio Sáez}, title = {Desarrollo de modelos neuronales FIR en problemas de predicción en farmacocinética clínica}, school = {Electrical Engineering Dep., Universitat de València, Spain}, year = {2001}, address = {Universitat de València, Spain}, note = {G. Camps-Valls (advisor)} } @PHDTHESIS{Malo99, author = {J. Malo}, title = {Bit allocation in the human visual system, applications to image and video coding}, school = {PhD Physics, Universitat de València, Spain}, year = {1999}, address = {Universitat de València, Spain} } @PHDTHESIS{Malo95, author = {J. Malo}, title = {Linear characterization of the human visual system in the Gabor domain}, school = {Msc Physics, Universitat de València, Spain}, year = {1995}, address = {Universitat de València, Spain} }
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