196 citations · 625 across the 17 of their papers we have counts for
Showing stat.MLShow all
2 papers · 1 filter
stat.ML2022
Optimality in Noisy Importance Sampling
Fernando Llorente, Luca Martino, Jesse Read +1
In this work, we analyze the noisy importance sampling (IS), i.e., IS working with noisy evaluations of the target density. We present the general framework and derive optimal prop…
stat.ML2017★ 57 cited
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…