GUSTAU
CAMPS VALLS
CATEDRÁTICO/A DE UNIVERSIDAD
MARIA
PILES GUILLEM
PROF. PERMANENTE LABORAL PPL
Publicaciones en las que colabora con MARIA PILES GUILLEM (32)
2024
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Causal discovery reveals complex patterns of drought-induced displacement
iScience, Vol. 27, Núm. 9
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Drought Displacement Forecasts Can Be Improved With Twitter Data
International Geoscience and Remote Sensing Symposium (IGARSS)
2023
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Exploring interactions between socioeconomic context and natural hazards on human population displacement
Nature Communications, Vol. 14, Núm. 1
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Interpretable Long Short-Term Memory Networks for Crop Yield Estimation
IEEE Geoscience and Remote Sensing Letters, Vol. 20
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Soil and vegetation water content identify the main terrestrial ecosystem changes
National Science Review, Vol. 10, Núm. 5
2022
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Autocorrelation Metrics to Estimate Soil Moisture Persistence from Satellite Time Series: Application to Semiarid Regions
IEEE Transactions on Geoscience and Remote Sensing, Vol. 60
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Inferring causal relations from observational long-term carbon and water fluxes records
Scientific Reports, Vol. 12, Núm. 1
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Integrating Domain Knowledge in Data-Driven Earth Observation with Process Convolutions
IEEE Transactions on Geoscience and Remote Sensing, Vol. 60
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Persistence in complex systems
Physics Reports, Vol. 957, pp. 1-73
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Wildfire Danger Prediction and Understanding With Deep Learning
Geophysical Research Letters, Vol. 49, Núm. 17
2021
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Crop Yield Estimation and Interpretability with Gaussian Processes
IEEE Geoscience and Remote Sensing Letters, Vol. 18, Núm. 12, pp. 2043-2047
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GLOBAL CROPLAND YIELD MONITORING WITH GAUSSIAN PROCESSES
International Geoscience and Remote Sensing Symposium (IGARSS)
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Gaussianizing the Earth: Multidimensional information measures for Earth data analysis
IEEE Geoscience and Remote Sensing Magazine, Vol. 9, Núm. 4, pp. 191-208
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Learning main drivers of crop progress and failure in Europe with interpretable machine learning
International Journal of Applied Earth Observation and Geoinformation, Vol. 104
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Long-term persistence, invariant time scales and on-off intermittency of fog events
Atmospheric Research, Vol. 252
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PHYSICS-AWARE MACHINE LEARNING FOR GEOSCIENCES AND REMOTE SENSING
International Geoscience and Remote Sensing Symposium (IGARSS)
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TOWARDS A BETTER UNDERSTANDING OF EFFECTIVE TEMPERATURE MODELLING IN THE SMOS-IC RETRIEVAL ALGORITHM
International Geoscience and Remote Sensing Symposium (IGARSS)
2020
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A global canopy water content product from AVHRR/Metop
ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 162, pp. 77-93
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Explicit Granger causality in kernel Hilbert spaces
Physical Review E, Vol. 102, Núm. 6
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Interpretability of Recurrent Neural Networks in Remote Sensing
International Geoscience and Remote Sensing Symposium (IGARSS)