10 citations · 58 across the 46 of their papers we have counts for
Showing 2018Show all
3 papers · 1 filter
math.ST2018
Sensitivity analysis beyond linearity
Manuele Leonelli
A wide array of graphical models can be parametrised to have atomic probabilities represented by monomial functions. Such monomial structure has proven very useful when studying ro…
stat.ML2018★ 4 cited
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…
stat.ME2018★ 1 cited
A conditional independence framework for coherent modularized inference
Manuele Leonelli, Martine J. Barons, Jim Q. Smith
Inference in current domains of application are often complex and require us to integrate the expertise of a variety of disparate panels of experts and models coherently. In this p…