causal graphical models 1exponential-family models 1front-door criterion 1identification 1interventional distribution 1verification 1
From the 1 of 7 linked papers with an AI index.
Showing math.STShow all
2 papers · 1 filter
math.ST2026
Model-oriented Graph Distances via Partially Ordered Sets
Armeen Taeb, F. Richard Guo, Leonard Henckel
A well-defined distance on the parameter space is key to evaluating estimators, ensuring consistency, and building confidence sets. While there are typically standard distances to…
math.ST2024
Faithlessness in Gaussian graphical models
Mathias Drton, Leonard Henckel, Benjamin Hollering +1
The implication problem for conditional independence (CI) asks whether the fact that a probability distribution obeys a given finite set of CI relations implies that a further CI s…