203 citations · 2.2k across the 52 of their papers we have counts for
4 papers · 1 filter
Joint Gaussian Processes for Biophysical Parameter Retrieval
Daniel Heestermans Svendsen, Luca Martino, Manuel Campos-Taberner +2
Solving inverse problems is central to geosciences and remote sensing. Radiative transfer models (RTMs) represent mathematically the physical laws which govern the phenomena in rem…
Parsimonious Adaptive Rejection Sampling
Luca Martino
Monte Carlo (MC) methods have become very popular in signal processing during the past decades. The adaptive rejection sampling (ARS) algorithms are well-known MC technique which d…
Metropolis Sampling
Luca Martino, Victor Elvira
Monte Carlo (MC) sampling methods are widely applied in Bayesian inference, system simulation and optimization problems. The Markov Chain Monte Carlo (MCMC) algorithms are a well-k…
Group Importance Sampling for Particle Filtering and MCMC
L. Martino, V. Elvira, G. Camps-Valls
Bayesian methods and their implementations by means of sophisticated Monte Carlo techniques have become very popular in signal processing over the last years. Importance Sampling (…