Publicaciones en las que colabora con GUSTAU CAMPS VALLS (30)

2023

  1. Exploring interactions between socioeconomic context and natural hazards on human population displacement

    Nature Communications, Vol. 14, Núm. 1

  2. Interpretable Long Short-Term Memory Networks for Crop Yield Estimation

    IEEE Geoscience and Remote Sensing Letters, Vol. 20

  3. Soil and vegetation water content identify the main terrestrial ecosystem changes

    National Science Review, Vol. 10, Núm. 5

2022

  1. Autocorrelation Metrics to Estimate Soil Moisture Persistence from Satellite Time Series: Application to Semiarid Regions

    IEEE Transactions on Geoscience and Remote Sensing, Vol. 60

  2. Inferring causal relations from observational long-term carbon and water fluxes records

    Scientific Reports, Vol. 12, Núm. 1

  3. Integrating Domain Knowledge in Data-Driven Earth Observation with Process Convolutions

    IEEE Transactions on Geoscience and Remote Sensing, Vol. 60

  4. Persistence in complex systems

    Physics Reports, Vol. 957, pp. 1-73

  5. Wildfire Danger Prediction and Understanding With Deep Learning

    Geophysical Research Letters, Vol. 49, Núm. 17

2021

  1. Crop Yield Estimation and Interpretability with Gaussian Processes

    IEEE Geoscience and Remote Sensing Letters, Vol. 18, Núm. 12, pp. 2043-2047

  2. GLOBAL CROPLAND YIELD MONITORING WITH GAUSSIAN PROCESSES

    International Geoscience and Remote Sensing Symposium (IGARSS)

  3. Gaussianizing the Earth: Multidimensional information measures for Earth data analysis

    IEEE Geoscience and Remote Sensing Magazine, Vol. 9, Núm. 4, pp. 191-208

  4. Learning main drivers of crop progress and failure in Europe with interpretable machine learning

    International Journal of Applied Earth Observation and Geoinformation, Vol. 104

  5. Long-term persistence, invariant time scales and on-off intermittency of fog events

    Atmospheric Research, Vol. 252

  6. PHYSICS-AWARE MACHINE LEARNING FOR GEOSCIENCES AND REMOTE SENSING

    International Geoscience and Remote Sensing Symposium (IGARSS)

  7. TOWARDS A BETTER UNDERSTANDING OF EFFECTIVE TEMPERATURE MODELLING IN THE SMOS-IC RETRIEVAL ALGORITHM

    International Geoscience and Remote Sensing Symposium (IGARSS)

2020

  1. A global canopy water content product from AVHRR/Metop

    ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 162, pp. 77-93

  2. Explicit Granger causality in kernel Hilbert spaces

    Physical Review E, Vol. 102, Núm. 6

  3. Interpretability of Recurrent Neural Networks in Remote Sensing

    International Geoscience and Remote Sensing Symposium (IGARSS)

  4. Machine learning information fusion in Earth observation: A comprehensive review of methods, applications and data sources

    Information Fusion, Vol. 63, pp. 256-272

  5. Machine learning methods for spatial and temporal parameter estimation

    Advances in Computer Vision and Pattern Recognition (Springer), pp. 5-35