2 citations · 6 across the 8 of their papers we have counts for
Showing stat.MLShow all
3 papers · 1 filter
stat.ML2022★ 2 cited
Structural Learning of Simple Staged Trees
Manuele Leonelli, Gherardo Varando
Bayesian networks faithfully represent the symmetric conditional independences existing between the components of a random vector. Staged trees are an extension of Bayesian network…
stat.ML2021
Global sensitivity analysis in probabilistic graphical models
Rafael Ballester-Ripoll, Manuele Leonelli
We show how to apply Sobol's method of global sensitivity analysis to measure the influence exerted by a set of nodes' evidence on a quantity of interest expressed by a Bayesian ne…
stat.ML2018
Model-Preserving Sensitivity Analysis for Families of Gaussian Distributions
Christiane Goergen, Manuele Leonelli
The accuracy of probability distributions inferred using machine-learning algorithms heavily depends on data availability and quality. In practical applications it is therefore fun…