Partial information decomposition components map directly onto causal roles such as direct parents, children, and colliders in both pairwise Bayesian networks and higher-order hypergraphs.
Decomposing causality into its synergistic, unique, and redundant components
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.IT 1years
2025 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Information-theoretic signatures of causality in Bayesian networks and hypergraphs
Partial information decomposition components map directly onto causal roles such as direct parents, children, and colliders in both pairwise Bayesian networks and higher-order hypergraphs.