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04/16/2021
Integrating Domain Knowledge in Data-driven Earth Observation with Process Convolutions
The modelling of Earth observation data is a challenging problem, typica...
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12/07/2020
Physics-Aware Gaussian Processes in Remote Sensing
Earth observation from satellite sensory data poses challenging problems...
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12/31/2012
Blind Analysis of EGM Signals: Sparsity-Aware Formulation
This technical note considers the problems of blind sparse learning and ...
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11/09/2012
Efficient Monte Carlo Methods for Multi-Dimensional Learning with Classifier Chains
Multi-dimensional classification (MDC) is the supervised learning proble...
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07/13/2011
Linear Latent Force Models using Gaussian Processes
Purely data driven approaches for machine learning present difficulties ...
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12/16/2009