GUSTAU
CAMPS VALLS
CATEDRÁTICO/A DE UNIVERSIDAD
ADRIAN
PEREZ SUAY
PROF. PERMANENTE LABORAL PPL
Publicaciones en las que colabora con ADRIAN PEREZ SUAY (28)
2023
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Interpretable Long Short-Term Memory Networks for Crop Yield Estimation
IEEE Geoscience and Remote Sensing Letters, Vol. 20
2022
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Kernel dependence regularizers and Gaussian processes with applications to algorithmic fairness
Pattern Recognition, Vol. 132
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Physics-aware nonparametric regression models for Earth data analysis
Environmental Research Letters, Vol. 17, Núm. 5
2021
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Efficient Nonlinear RX Anomaly Detectors
IEEE Geoscience and Remote Sensing Letters, Vol. 18, Núm. 2, pp. 231-235
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Erratum: Correction: Kernel methods and their derivatives: Concept and perspectives for the earth system sciences (PloS one (2020) 15 10 (e0235885))
PloS one
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PHYSICS-AWARE MACHINE LEARNING FOR GEOSCIENCES AND REMOTE SENSING
International Geoscience and Remote Sensing Symposium (IGARSS)
2020
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Discovering Differential Equations from Earth Observation Data
International Geoscience and Remote Sensing Symposium (IGARSS)
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Efficient kernel cook's distance for remote sensing anomalous change detection
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 13, pp. 5480-5488
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Interpretability of Recurrent Neural Networks in Remote Sensing
International Geoscience and Remote Sensing Symposium (IGARSS)
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Kernel methods and their derivatives: Concept and perspectives for the earth system sciences
PLoS ONE, Vol. 15, Núm. 10 October
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Machine learning methods for spatial and temporal parameter estimation
Advances in Computer Vision and Pattern Recognition (Springer), pp. 5-35
2019
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Causal Inference in Geoscience and Remote Sensing from Observational Data
IEEE Transactions on Geoscience and Remote Sensing, Vol. 57, Núm. 3, pp. 1502-1513
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Nonlinear distribution regression for remote sensing applications
IEEE Transactions on Geoscience and Remote Sensing, Vol. 57, Núm. 12, pp. 10025-10035
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Synergistic integration of optical and microwave satellite data for crop yield estimation
Remote Sensing of Environment, Vol. 234
2018
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A deep network approach to multitemporal cloud detection
International Geoscience and Remote Sensing Symposium (IGARSS)
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Consistent regression of biophysical parameters with kernel methods
International Geoscience and Remote Sensing Symposium (IGARSS)
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Nonlinear cook distance for anomalous change detection
International Geoscience and Remote Sensing Symposium (IGARSS)
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Passive millimeter wave image classification with large scale Gaussian processes
Proceedings - International Conference on Image Processing, ICIP
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Pattern Recognition Scheme for Large-Scale Cloud Detection over Landmarks
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 11, Núm. 11, pp. 3977-3987
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Randomized RX for target detection
International Geoscience and Remote Sensing Symposium (IGARSS)