4 papers
Predictive posteriors under hidden confounding
Carlos García Meixide, David Ríos Insua
Predicting outcomes in external domains is challenging due to hidden confounders that potentially influence both predictors and outcomes. Well-established methods frequently rely o…
Evasion Attacks Against Bayesian Predictive Models
Pablo G. Arce, Roi Naveiro, David Ríos Insua
There is an increasing interest in analyzing the behavior of machine learning systems against adversarial attacks. However, most of the research in adversarial machine learning has…
Supporting product launching decisions with adversarial risk analysis
Pablo G. Arce, Sonali Das, David Ríos Insua
In a world of utility-driven marketing, each company acts as an adversary to other contenders, with all having competing interests. A major challenge for companies launching a new…
A decision analysis model for colorectal cancer screening
Daniel Corrales, David Ríos Insua, Marino J. González
Background and Objective. With minor differences, most national colorectal cancer (CRC) screening programs in Europe consist of one-size-fits-all aged-based strategies. This paper…