Aramayis Dallakyan

Generalized Criterion for Identifiability of Additive Noise Models Using Majorization

The discovery of causal relationships from observational data is very challenging. Many recent approaches rely on complexity or uncertainty concepts to impose constraints on probability distributions, aiming to identify specific classes of directed acyclic graph (DAG) models. In this paper, we intro…