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@unpublished{Tarraga24thesis, title = {Causal inference in the human-biosphere coupled system}, author = {Jose Maria Tarraga}, year = {TBD 2024}, note = {M. Piles and G. Camps-Valls (advisors)}, institution = {Universitat de València, Spain} } @unpublished{Kondylatos24thesis, title = {Bayesian Neural Networks in EO}, author = {Spyros Kondylatos}, year = {TBD 2024}, note = {I. Papotsis and G. Camps-Valls (advisors)}, institution = {NOA, Athens and Universitat de València, Spain} } @unpublished{Prapas24thesis, title = {Deep Learning for Fire Danger Forecasting using Earth Observation Data}, author = {Ioannis Prapas}, year = {TBD 2024}, note = {I. Papotsis and G. Camps-Valls (advisors)}, institution = {NOA, Athens and Universitat de València, Spain} } @unpublished{Radin24thesis, title = {Machine learning for sea level variability forecasting and impact assessment}, author = {Cristina Radin}, year = {TBD 2024}, note = {V. Nieves and G. Camps-Valls (advisors)}, institution = {Universitat de València, Spain} } @unpublished{Laura24thesis, title = {High resolution Products for better quantifying the terrestrial biosphere}, author = {Laura Martinez}, year = {TBD 2024}, note = {A. Moreno and G. Camps-Valls (advisors)}, institution = {Universitat de València, Spain} } @unpublished{Jessenia24thesis, title = {Detection of aerosol-cloud interactions in observations space}, author = {Jessenia Gonzalez Villarreal}, year = {TBD 2024}, note =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and G. Camps-Valls (advisors)}, institution = {University of Leipzig, Germany and Universitat de València, Spain} } @unpublished{Paolo24thesis, title = {Physics-aware and explainable ML for dust and cloud properties retrieval}, author = {Paolo Pelucchi}, year = {TBD 2024}, note = {G.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and Philip Stier (advisors)}, institution = {Universitat de València, Spain and University of Oxford, UK} } @unpublished{JM24thesis, title = {Causal inference in the human-biosphere coupled system}, author = {Jose M Tárraga}, year = {TBD 2024}, note = {M. Piles and G. Camps-Valls (advisors)}, institution = {Universitat de València, Spain} } @unpublished{Tristan24thesis, title = {Persistence in European Vegetation}, author = {Tristan Williams}, year = {TBD 2024}, note = {G. Camps-Valls, A. Moreno and M. Mahecha (advisors)}, institution = {University of Leipzig, Germany and Universitat de València, Spain} } @unpublished{Franziska24thesis, title = {Forest disturbance classification using deep learning approaches}, author = {Franziska Muller}, year = {TBD 2024}, note = {A.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