35 citations · 58 across the 6 of their papers we have counts for
4 papers · 1 filter
Nonlinear Complex PCA for spatio-temporal analysis of global soil moisture
Diego Bueso, Maria Piles, Gustau Camps-Valls
Soil moisture (SM) is a key state variable of the hydrological cycle, needed to monitor the effects of a changing climate on natural resources. Soil moisture is highly variable in…
Understanding Climate Impacts on Vegetation with Gaussian Processes in Granger Causality
Miguel Morata-Dolz, Diego Bueso, Maria Piles +1
Global warming is leading to unprecedented changes in our planet, with great societal, economical and environmental implications, especially with the growing demand of biofuels and…
Explicit Granger causality in kernel Hilbert spaces
Diego Bueso, Maria Piles, Gustau Camps-Valls
Granger causality (GC) is undoubtedly the most widely used method to infer cause-effect relations from observational time series. Several nonlinear alternatives to GC have been pro…
Nonlinear PCA for Spatio-Temporal Analysis of Earth Observation Data
Diego Bueso, Maria Piles, Gustau Camps-Valls
Remote sensing observations, products and simulations are fundamental sources of information to monitor our planet and its climate variability. Uncovering the main modes of spatial…