5 citations · 9 across the 3 of their papers we have counts for
4 papers · 1 filter
On the Edges of Characteristic Imset Polytopes
Svante Linusson, Petter Restadh, Liam Solus
The edges of the characteristic imset polytope, , were recently shown to have strong connections to causal discovery as many algorithms could be interpreted a…
A new characterization of discrete decomposable models
Eliana Duarte, Liam Solus
Decomposable graphical models, also known as perfect DAG models, play a fundamental role in standard approaches to probabilistic inference via graph representations in modern machi…
Distributional Invariances and Interventional Markov Equivalence for Mixed Graph Models
Liam Solus
The invariance properties of interventional distributions relative to the observational distribution, and how these properties allow us to refine Markov equivalence classes (MECs)…
Geometry of Discrete Copulas
Elisa Perrone, Liam Solus, Caroline Uhler
Multivariate distributions are fundamental to modeling. Discrete copulas can be used to construct diverse multivariate joint distributions over random variables from estimated univ…