activity
20152021
most citedNew bounds for the Probability of Causation in Mediation Analysis

3 citations · 5 across the 6 of their papers we have counts for

collaborators

9 papers

stat.ME2021

Robust confidence distributions from proper scoring rules

Erlis Ruli, Laura Ventura, Monica Musio

A confidence distribution is a distribution for a parameter of interest based on a parametric statistical model. As such, it serves the same purpose for frequentist statisticians a…

cs.DL2021

Interpreting the outcomes of research assessments: a geometrical approach

Beniamino Cappelletti-Montano, Silvia Columbu, Stefano Montaldo +1

Research evaluations and comparison of the assessments of academic institutions (scientific areas, departments, universities etc.) are among the major issues in recent years in hig…

math.ST2021

Effects of Causes and Causes of Effects

A. Philip Dawid, Monica Musio

We describe and contrast two distinct problem areas for statistical causality: studying the likely effects of an intervention ("effects of causes"), and studying whether there is a…

stat.AP20201 cited

Robust inference for nonlinear regression models from the Tsallis score: application to Covid-19 contagion in Italy

Paolo Girardi, Luca Greco, Valentina Mameli +4

We discuss an approach for fitting robust nonlinear regression models, which can be employed to model and predict the contagion dynamics of the Covid-19 in Italy. The focus is on t…

math.ST2019

Bounding Causes of Effects with Mediators

Philip Dawid, Macartan Humphreys, Monica Musio

Suppose X and Y are binary exposure and outcome variables, and we have full knowledge of the distribution of Y, given application of X. From this we know the average causal effect…

stat.ME2019

The Hyvärinen scoring rule in Gaussian linear time series models

Silvia Columbu, Valentina Mameli, Monica Musio +1

Likelihood-based estimation methods involve the normalising constant of the model distributions, expressed as a function of the parameter. However in many problems this function is…